Multiple Exemplar Training and Derived Stimulus Relations in ......transfer in young chimps with...

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MARK GALIZIO UNC WILMINGTON NCABA WINSTON-SALEM, NC FEBRUARY 20, 2019 These projects were supported in part by NIH grant DA29252 Multiple Exemplar Training and Derived Stimulus Relations in Animals and People

Transcript of Multiple Exemplar Training and Derived Stimulus Relations in ......transfer in young chimps with...

  • MARK GALIZIO

    UNC WILMINGTON

    NCABAWINSTON-SALEM, NCFEBRUARY 20, 2019

    These projects were supported in part by NIH grant DA29252

    Multiple Exemplar Training and Derived Stimulus Relations in Animals and People

  • WHERE DO NOVEL STIMULUS RELATIONS COME FROM?

    • How can we account for the fact that a stimulus will sometimes evoke a reaction to which it has never beenconditioned?

    Hull (1939)

  • WHERE DO NOVEL STIMULUS RELATIONS COME FROM?

    • How can we account for the fact that a stimulus will sometimes evoke a reaction to which it has never beenconditioned?

    Hull (1939)

    • “Something clearly connects the dissimilar stimuli, andthe nature of this connection, which may be referredto as a stimulus relation, is one of Holy Grails of psychological inquiry.”

    Critchfield, Barnes-Holmes & Dougher (2018) Editorial: Special Issue onEmergent Relations, Perspectives on Behavior Science, 41, 9-32.

  • WHERE DO NOVEL STIMULUS RELATIONS COME FROM?

    • Sidman & Tailby (1982) demonstrated emergence of reflexivity, symmetry and transitivity relations in children

    Sidman & Tailby (1982). Conditional discrimination vs matching to sample: an expansion of the testing paradigm. JEAB, 37, 5-22.

  • STIMULUS EQUIVALENCE: BASIC PROPERTIES

    Symmetry BA, CBTrain AB

    Train BC

    Reflexivity AA, BB, CC

    Transitivity/Equivalence AC/CA

    Emergent RelationsArbitrary Conditional Discrimination Training

  • STIMULUS EQUIVALENCE: BASIC PROPERTIES

    Symmetry If A=B; B=A

    ?

    ?

    Arbitrary Conditional Discrimination Training

    “Verde”

    “Green”

    “Blue”

    “Azul”

    Reflexivity A=A

    “Green”

    “Verde” ?Transitivity If A=B & B=C; A=C

    “Green”

    “Blue”

    Emergent Relations

  • STIMULUS EQUIVALENCE AND THE SEARCH FOR SYMMETRY

    • Sidman et al. (1982) replicated emergent symmetry in children, but not in monkeys or baboons

    • Sidman, Rauzin, Lazar, Cunningham, Tailby & Carrigan (1982). A search for symmetry in the conditional discriminations of rhesus monkeys, baboons, and children. JEAB, 37, 23-44.

  • UNIQUELY HUMAN?

    • Tool use• Language• Tabasco?

  • AFTER SIDMAN & TAILBY (1982)

    • Explosion of basic human research

    • New theoretical approaches to complex emergent relations• Sidman---Classes include all elements

    of reinforcement contingencies• Hayes—Relational Frame Theory—Arbitrarily

    Applicable Relational Responding as a higher order operant developed by multiple exemplar training

  • APPLICATIONS

    • Numerous educational applications from the college classroom to teaching basic verbal relations in non-verbal clients

    • Brodsky & Fienup (2018). Sidman goes to college: A meta-analysis of equivalence based instruction in higher education. Perspectives on Behavior Science, 41, 95-120.

    • Dixon et al. (2017). An internal and critical review of the PEAK relational training system for children with autism and related intellectual disabilities. The Behavior Analyst, 40, 493-521.

  • WHAT HAPPENED TO THE SEARCH FOR EMERGENT RELATIONS IN NON-HUMANS?

    • Some demonstrations of transitivity, but symmetry? Not so much…• Lionello-DeNolf (2009) reviewed 24 studies in non-humans—

    only two showed consistent evidence of symmetry

    • Galizio & Bruce (2018)—dozen more studies, but still only two successful procedures…

    Lionello-DeNolf, K. (2009) The search for symmetry: 25 years in review. Learning and Behavior, 37, 188-203.

    Galizio, M. & Bruce, K. E. (2018). Abstraction, multiple exemplar training and the search for derived stimulus relations in animals. Perspectives on Behavior Science, 41, 45-67.

  • TWO SUCCESSES IN NON-HUMANS

    • Urcuioli (2008) Pigeons• Schusterman & Kastak (1993) Sea Lions

    • Schusterman, R. J., & Kastak, D. (1993). A California Sea Lion (Zalophus californianus) is capable of forming equivalence relations. The Psychological Record, 43, 823-829.

    • Urcuioli, P. J. (2008). Associative symmetry, antisymmetry, and a theory of pigeon’s equivalence class formation. Journal of the Experimental Analysis of Behavior, 90, 257-282.

  • URCUIOLI (2008)

    • Urcuioli (2008) Pigeons• Go, No-Go (successive discrimination)—all responses on a single

    key

    • Trained identity relations for the stimuli used in the arbitrary conditional discrimination

    • Generality across species

  • PRICHARD ET AL. (2015) SYMMETRY INRODENTS? REPLICATION OF URCUIOLI (2008)

    • Trained arbitrary “go, no-go” conditional discriminations in rats along with identity relations

    • Symmetry probe tests following Urcuioli

    • No evidence of symmetry in any of 7 animals tested

    • Replicated in a recent MA (Dyer, 2017) and no evidence of symmetry in 5 rats—we’re now 0 for 12!

    • Cross-species generality is open to question

    Prichard, A., Panoz-Brown, D., Bruce, K., & Galizio, M. (2015). Emergent identity but not symmetry following successive olfactory discrimination training in rats. Journal of the Experimental Analysis of Behavior, 104, 133–145.

  • SEA LIONS & MULTIPLE EXEMPLAR TRAINING(SCHUSTERMAN & KASTAK, 1993)

    • Success with multiple exemplar training

    • 30 AB relations trained

    • No symmetry obtained until MET with 6 pairs:AB, BA both trained

    • Perhaps a history of MET is what’s missing in animals?

  • MULTIPLE EXEMPLAR TRAINING

    • But multiple exemplar training with symmetry has notbeen successful in most other studies with

    • Pigeons—(Velasco et al. 2010)• Capuchins (Brino et al. 2014)• Or rats–MA theses: Katie Dyer; Tiffany Phassukan

    • Acquisition of symmetrical relation was slower than initial relation!

  • HAYES & SANFORD (2014)

    • But evolution science itself suggests that human symbolic behavior has unique properties… No nonhuman animal has yet shown the defining features of relational framing, and the centrality of relational framing to complex human behavior is very evident…p. 125.

    • (unlike Tabasco sauce…)

    • Hayes, S. C. & Sanford, B. T. (2014). Cooperation came first: Evolution and human cognition. JEAB, 101, 112-129.

  • HAYES (2016)

    • “Animal laboratories were immediately less important”? • Hayes (2016, p. 14)

    • But can the origins of derived stimulus relations be discerned in humans?• Pelaez et al. (2000), Barnes-Holmes et al. (2004), Luciano et al.

    (2007) trained such relations through multiple exemplar training in young (but verbal) children

    • Animals can learn Non-Arbitrarily Applicable Relations (NAARR)--presumptively the prerequisite process for AARR in RFT

  • GENERALIZED MTS AND MULTIPLE EXEMPLAR TRAINING

    • Set size expansion studies across several species (Katz & Wright; 2006) • Training begins with few exemplars; number of exemplars

    expanded after each transfer test

    • Training with many stimulus examples is generally required to produce generalized identity matching in monkeys and pigeons

    • Katz & Wright (2006) Same-different abstract concept learning in pigeons. JEP:ABP, 32, 80-86.

  • Katz & Wright (2006) Same-different abstract concept learning in pigeons. JEP:ABP, 32, 80-86.

  • GENERALIZED MTS AND MULTIPLE EXEMPLAR TRAINING

    • Set Size Expansion: A model paradigm for studying multiple exemplar training and relational responding?

    • Katz , Wright and colleagues results consistent with RFT

    • Premack and colleagues (1988) found above chance transfer in young chimps with only 2 exemplars.

    • Oden, Thompson & Premack (1988). JEP:ABP, 14, 140-145.

  • GENERALIZED MATCHING IN RODENTS?

    • Stimulus control literature largely based on pigeons and monkeys

    • Previous studies with traditional modalities have often been discouraging (e.g., Iversen, 1993; 1997).

  • EMERGENT RELATIONS IN RODENTS

    https://www.google.com/url?sa=i&rct=j&q=&esrc=s&source=images&cd=&cad=rja&uact=8&docid=icP4kljFZdRNQM&tbnid=DqjbPbPiaKUP0M:&ved=0CAUQjRw&url=https%3A%2F%2Fwww.healthtap.com%2Fuser_questions%2F356484-what-can-cause-nerve-on-nose-to-twitch-allergies-anxiety&ei=MoN6U7PNBIWKqga4y4GIAw&bvm=bv.66917471,d.b2k&psig=AFQjCNE0TbZJOR8bRQbDGd2CRmFDo8dARQ&ust=1400624252497811https://www.google.com/url?sa=i&rct=j&q=&esrc=s&source=images&cd=&cad=rja&uact=8&docid=icP4kljFZdRNQM&tbnid=DqjbPbPiaKUP0M:&ved=0CAUQjRw&url=https%3A%2F%2Fwww.healthtap.com%2Fuser_questions%2F356484-what-can-cause-nerve-on-nose-to-twitch-allergies-anxiety&ei=MoN6U7PNBIWKqga4y4GIAw&bvm=bv.66917471,d.b2k&psig=AFQjCNE0TbZJOR8bRQbDGd2CRmFDo8dARQ&ust=1400624252497811

  • MULTIPLE EXEMPLAR TRAINING AND GENERALIZED IDENTITY IN RATS

    • Prichard et al. (2015) failed to show symmetry using Urcuioli procedure with olfactory stimuli in rats

    • But, followed up with a second experiment to assess transfer of identity matching using similar training and testing procedures

    Prichard, A., Panoz-Brown, D., Bruce, K., & Galizio, M. (2015). Emergent identity but not symmetry following successive olfactory discrimination training in rats. Journal of the Experimental Analysis of Behavior, 104, 133–145.

  • PRICHARD, PANOZ-BROWN, BRUCE & GALIZIO (2015). JEAB, 104, 133-145.

    Automated Olfactometer

  • PRICHARD ET AL (2015)

    • Houselight and centerport light on• Observing response initiates sample odor• Sample Odor: FI 5 s, 1 s blackout • Comparison Odor:

    • S+ FI 5 s sugar pellet; S- 5 s response period

    • 30 s ITI with blackoutSample(FI5s)

    Comparison(FI5s) 30s ITI

  • PRICHARD ET AL. (2015) EXP 2

    • Identity matching with 4 odor stimuli

  • TRAINING CRITERION

    • Discrimination Ratio (DR) >.8 on all trial types for 2 consecutive sessions

    DR = RR matching (positive)/RR matching (positive) + non-matching (negative) trial types

  • IDENTITY PROBE DESIGN

    • When criterion was met, (DR = .80 on each trial type)—probe sessions were conducted

    • On probe sessions, 4 matching (positive) and 4 non-matching (negative) probe trials with novel (Set 2) odors (all unreinforced) were interspersed with 40 Set 1 BL trials

    • 8 generalized identity probe sessions (as per Urcuioli, 2008)

    • Baseline sessions followed each probe sessions until criterion was met again

    Set 1Cinnamon, Apricot,

    Bubblegum, Root Beer

    Set 2Brandy, Vanilla Butternut,

    Almond, Licorice

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  • Prichard et al. (2015) Exp 2

  • Prichard et al. (2015) Exp 2

  • SUMMARY/FOLLOW-UP

    • Evidence for generalized MTS in 5/6 rats

    • Bruce et al (2018) replicated with non-matching task

    • Generalized matching/non-matching obtained after training with only four exemplars!

    Bruce, Dyer, Mathews, Nealley, Prichard, Phassukan & Galizio (2018). Successive Odor Matching- and Non-Matching-to-Sample in Rats: A Reversal Design. Behavioural Processes. 155, 26-32

  • ARE TWO EXEMPLARS ENOUGH FOR RATS?

    • Train with just two odors

    • Test with 4 novel odors

    Set 1Cinnamon, Apricot

    Set 2Brandy, Vanilla Butternut,

    Almond, Licorice

    Galizio et al. (2018). Generalized identity in a successive matching-to-sample procedure in rats: Effects of number of exemplars and a masking stimulus, JEAB, 110, 336-379.

  • ARE TWO EXEMPLARS ENOUGH FOR RATS?

    •NO (mostly)!

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  • ARE FOUR EXEMPLARS ENOUGH?

    • Train with four odors (add two more)

    • Test with 4 novel odors

    Set 1Cinnamon, Apricot, Bubblegum,

    Root Beer

    Set 2Brandy, Vanilla Butternut,

    Almond, Licorice

    Galizio et al. (2018). Generalized identity in successive matching-to-sample procedure in rats: Effects of number of exemplars and a masking stimulus. JEAB, 110, 366-379—Exp 1

  • FOUR ARE ENOUGH!

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  • ARE RATS THAT SMART?

    • Rats appear to show generalized identity matching after training with only 4 exemplars—compared to the 30-60that appear to be required in pigeons and monkeys

    • Note that successive discrimination used with rats—simultaneous with most other studies

    • Are they cheating? Might something other than identity be controlling responding?

  • IDENTITY OR STIMULUS CHANGE?

    • The possibility of temporal control—stimulus change, not identity

    • Long duration odor signals reinforcement; odor change after 5 s signals non-reinforcement

    Sample (5s) ISI(1s)Comparison

    (5s) 30 s ITI

    Galizio et al. (2018). Generalized identity in successive matching-to-sample procedure in rats: Effects of number of exemplars and a masking stimulus. JEAB, 110, 366-379—Exp 2

  • IDENTITY OR STIMULUS CHANGE?

    • The possibility of temporal control—stimulus change, not identity

    • Masking odor-stimulus change on matching AND non-matching trials

    • 5 rats; 4 from previous study and 1 new

    Sample (5s) Mask(1s)Comparison

    (5s) 30 s ITI

  • IDENTITY OR STIMULUS CHANGE?

    • Masking odor:(e.g., pistachio)

    Sample (5s) Mask(1s)Comparison

    (5s) 30 s ITI

    Apple, Grass, Coconut, Sandalwood

    Clove, Honey, Blueberry, Geraniol

    New Stimulus Sets for ID training and probes:

  • IDENTITY OR STIMULUS CHANGE? R

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    Galizio et al. (2018). Generalized identity in a successive matching-to-sample procedure in rats: Effects of number of exemplars and a masking stimulus, JEAB, 110, 336-379.

  • A BIT OF BOTH?R

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    Galizio et al. (2018). Generalized identity in a successive matching-to-sample procedure in rats: Effects of number of exemplars and a masking stimulus, JEAB, 110, 336-379.

  • GENERALIZED IDENTITY EMERGED DESPITE LOWER RESPONSE RATES

    • Mask reduced response rates to novel stimuli relative to baseline

    • Still, significantly more responding on matching than non-matching probe trials—evidence for generalized identity

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  • GENERALIZED IDENTITY EMERGED DESPITE LOWER RESPONSE RATES

    • Mask reduced response rates to novel stimuli relative to baseline

    • Still, significantly more responding on matching than non-matching probe trials—evidence for generalized identity

    • Why lower rates? • Competing control by

    mask may require moreexemplar training…..

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  • SET SIZE EXPANSION IN RATS WITH A MASKING STIMULUS

    • Rats trained on go, no-go MTS procedure as before with 1-sec neutral odor (mask) between sample offset and comparison onset

    • Initial training with two exemplar odors (2EX) followed by probe test with four novel odors

    • Addition of two more exemplar odors (4EX), transfer test

    • Addition of four more exemplar odors (8EX), transfer test

    • Galizio, Dyer, Wagner, Westrick, Shaw, Guidone, Lowe & Bruce (in progress)

  • Full transfer after training with eight exemplars

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  • V4 2 Exemplar

    Nearly full transfer with 1-s mask after training with only two exemplars

    Chart1

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    V1

    SubjectStartDateWEIGHTGoal WeightStartTimeExperimentGroupBoxSessionTotal Left PokeTotal Right PokeTotal Center PokeSession TimerA1-A2+B1-B2+A1-B2-B1-A2-TOTAL RESPOVERALL DRA1-A2B1-B2Trials CompletedA1-A2 SAMPLE 1A1-A2 COMP 1A1-A2 SAMPLE 2A1-A2 COMP 2A1-A2 SAMPLE 3A1-A2 COMP 3A1-A2 SAMPLE 4A1-A2 COMP 4A1-A2 SAMPLE 5A1-A2 COMP 5A1-A2 SAMPLE 6A1-A2 COMP 6A1-A2 SAMPLE 7A1-A2 COMP 7A1-A2 SAMPLE 8A1-A2 COMP 8A1-A2 SAMPLE 9A1-A2 COMP 9A1-A2 SAMPLE 10A1-A2 COMP 10A1-A2 SAMPLE 11A1-A2 COMP 11A1-A2 SAMPLE 12A1-A2 COMP 12B1-B2 SAMPLE 1B1-B2 COMP 1B1-B2 SAMPLE 2B1-B2 COMP 2B1-B2 SAMPLE 3B1-B2 COMP 3B1-B2 SAMPLE 4B1-B2 COMP 4B1-B2 SAMPLE 5B1-B2 COMP 5B1-B2 SAMPLE 6B1-B2 COMP 6B1-B2 SAMPLE 7B1-B2 COMP 8B1-B2 SAMPLE 9B1-B2 COMP 8B1-B2 SAMPLE 9B1-B2 COMP 9B1-B2 SAMPLE 10B1-B2 COMP 10B1-B2 SAMPLE 11B1-B2 COMP 11B1-B2 SAMPLE 12B1-B2 COMP 12A1-B2 SAMPLE 1A1-B2 COMP 1A1-B2 SAMPLE 2A1-B2 COMP 2A1-B2 SAMPLE 3A1-B2 COMP 3A1-B2 SAMPLE 4A1-B2 COMP 4A1-B2 SAMPLE 5A1-B2 COMP 5A1-B2 SAMPLE 6A1-B2 COMP 6A1-B2 SAMPLE 7A1-B2 COMP 7A1-B2 SAMPLE 8A1-B2 COMP 8A1-B2 SAMPLE 9A1-B2 COMP 9A1-B2 SAMPLE 10A1-B2 COMP 10A1-B2 SAMPLE 11A1-B2 COMP 11A1-B2 SAMPLE 12A1-B2 COMP 12B1-A2 SAMPLE 1B1-A2 COMP 1B1-A2 SAMPLE 2B1-A2 COMP 2B1-A2 SAMPLE 3B1-A2 COMP 3B1-A2 SAMPLE 4B1-A2 COMP 4B1-A2 SAMPLE 5B1-A2 COMP 5B1-A2 SAMPLE 6B1-A2 COMP 6B1-A2 SAMPLE 7B1-A2 COMP 7B1-A2 SAMPLE 8B1-A2 COMP 8B1-A2 SAMPLE 9B1-A2 COMP 9B1-A2 SAMPLE 10B1-A2 COMP 10B1-A2 SAMPLE 11B1-A2 COMP 11B1-A2 SAMPLE 12B1-A2 COMP 12OLF 2 Scents

    FREE FEED WEIGHT=360

    V18/21/1734533012:02:1330MINMAGSA157171799E(0)E(1)E(2)E(3)E(4)E(5)E(6)E(7)E(8)E(9)E(10)E(11)E(12)E(13)E(14)E(15)E(16)E(17)E(18)E(19)E(20)E(21)E(22)E(23)F(0)F(1)F(2)F(3)F(4)F(5)F(6)F(7)F(8)F(9)F(10)F(11)F(12)F(13)F(14)F(15)F(16)F(17)F(18)F(19)F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V18/22/1734033011:43:1930MINMAGSA16771799E(0)E(1)E(2)E(3)E(4)E(5)E(6)E(7)E(8)E(9)E(10)E(11)E(12)E(13)E(14)E(15)E(16)E(17)E(18)E(19)E(20)E(21)E(22)E(23)F(0)F(1)F(2)F(3)F(4)F(5)F(6)F(7)F(8)F(9)F(10)F(11)F(12)F(13)F(14)F(15)F(16)F(17)F(18)F(19)F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V18/23/1734033012:01:02FR1NOSCENTSA178190E(0)E(1)E(2)E(3)E(4)E(5)E(6)E(7)E(8)E(9)E(10)E(11)E(12)E(13)E(14)E(15)E(16)E(17)E(18)E(19)E(20)E(21)E(22)E(23)F(0)F(1)F(2)F(3)F(4)F(5)F(6)F(7)F(8)F(9)F(10)F(11)F(12)F(13)F(14)F(15)F(16)F(17)F(18)F(19)F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V18/24/1733533012:07:562SCENTFRISA1670225611111111111110000000E(20)E(21)E(22)E(23)11111111111111000000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V18/25/1732533012:31:332SCENTSFISA1814135258411111112121213111000E(20)E(21)E(22)E(23)11111111121111110000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V18/28/1733033012:04:042SCENT3SFISA1623211284223333312642212111000E(20)E(21)E(22)E(23)11311221442221110000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V18/29/1733033012:05:502SCENT4SFISA1413199270512212443121114343000E(20)E(21)E(22)E(23)31224141353117240000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V18/30/1733033012:03:572SCENT4SFISA199218271533145163264521631000E(20)E(21)E(22)E(23)14212113111111310000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V18/31/1733033012:11:242SCENT5SFISA1613276274921315353323416321000E(20)E(21)E(22)E(23)31166313152371310000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    BEGIN 2 EXEMPLAR TRAINING, SET D (Clove, Honey, Blueberry, Peach, Marshmallow)

    V19/1/1730034012:09:542EXEMPLARMASK1DSA1111363892794475228171440.68750.62666666670.75362318844521131125111518452525732553633134133646551126435F(22)F(23)3023101045641461432345P(22)P(23)2031201110602342133483Q(22)Q(23)

    V19/5/1733534011:59:252EXEMPLARMASK2DSA1214827442714675850592340.53418803420.57264957260.49572649574411311169798242258143516111221052182112833722119736F(20)F(21)F(22)F(23)60102615345181135390914611P(22)P(23)5247383515681797941115Q(22)Q(23)

    V19/6/1734034012:12:392EXEMPLARMASK3DSA1330669783003919363543010.61129568110.59090909090.632653061248556818107122456487797128577910557119671771584555163658441494286523647446835979647271114711222235715481116107

    V19/7/1734034012:04:332EXEMPLARMASK4DSA141256104127047111354733110.59163987140.5680.607526881745111314667796222258941058E(20)E(21)E(22)E(23)891114991051387105121213136181184106118781664543146125493794P(22)P(23)89859138255439622898461147

    V19/8/1734034012:04:442EXEMPLARMASK5DSA1531188802736719759682950.56949152540.54615384620.5878787879431032545856524101137710416E(20)E(21)E(22)E(23)6105610939665116711114757886612159799577295142554631P(20)P(21)P(22)P(23)1531310376658752866361514Q(22)Q(23)

    V19/11/1735034012:01:022EXEMPLARMASK6DSA16289012482770109187126935150.57475728160.46382978720.667857142946222814331314941231337121529618E(22)E(23)9851491611531561971513226181216917512121665913410510515351013820691110P(22)P(23)52111777101412171581122322611101215

    V19/12/1734534011:55:172EXEMPLARMASK7DSA171473111127321411351111435300.5207547170.55952380950.485611510844331175145598611515515417816620E(22)E(23)7821012137136178818515812919912F(22)F(23)518121295531576102311233938P(20)P(21)P(22)P(23)301014101468108162101117922412713719

    V19/13/1734534012:01:392EXEMPLARMASK8DSA182346118727451571531671045810.53356282270.48456790120.5953307393481011912714613411612717611716564214131615147151216111511149116141510612512714195124187176206781081062058315821101299109116561047151015107126114711

    V19/14/1734534011:59:332EXEMPLARMASK9DSA19956164127812052251571887750.55483870970.56629834250.544794188947615162361519177151419926910151102291920237121112524716819621516518720318827182244815924147518217979151215101910111015411813151731531562161613127241221623Q(22)Q(23)

    V19/15/1735035012:06:412EXEMPLARMASK10DSA1101339200225602492651982229340.55032119910.55704697990.5441478439482813161128832192425253101419241792362322246231626161817154281617222312259157141632122987131611171518815614181415258171616122211173161019525620819151691692091642120161118

    V19/18/1735535012:05:302EXEMPLARMASK11DSA111292203826962632761621638640.62384259260.61882352940.62870159454820239141626191718284233119212311242196221125181415918122411251318824112915231022193518352833418271113266201518181713885201716112091593211119122315151672617111322914916

    V19/19/1735535012:05:542EXEMPLARMASK12DSA11272919042582259252941717760.65850515460.73371104820.5957446809482313196271320530102017231224102312242324232220171525162212291022232114191223625251515192515199171221824855141333201525719426423661411229195161214951117121115115182391515

    V19/20/1735535512:08:222EXEMPLARMASK13DSA11311272016258825223970846450.76124031010.78260869570.7399380805481582014221427161811222622132621232514162923241319162016222315132016261217132110171320171972315413610515879135104134103114128241029125910104126742682042892471922716

    V19/21/1735535511:58:532EXEMPLARMASK14DSA114591748241925922961536020.81063122920.8093750.812056737648182791919181521202014261617151752116241222212711616241917122120202027920151613241017121191618415422417817710553831141662251385216419716419715517416920494131212

    V19/22/1735535511:59:252EXEMPLARMASK15DSA1153141864256227226098646940.76657060520.73513513510.80246913584816192223722242323311224172217261920112372114181146232129162816202519131910173019522122224281081714124177151116617545176792117306286177134187153133168165114207126274

    V19/25/1736535512:06:282EXEMPLARMASK1DSA116381963250526925484626690.78176382660.76203966010.80379746844816221423112819301424212141872110241919720171931221232328212417181311222419221821142723231921189113207151313510213101211861171921591751061271541471338385124137177144

    V19/26/1736035511:44:342EXEMPLARMASK3DSA117551897241324724657706200.79516129030.81250.77848101274814229238221018202316177201721915132613242416217202319241623111516237191320161552116312415167154931741451447717313415819317596941291910677615421419714617285

    V19/27/1736535512:05:002EXEMPLARMASK5DSA1184161947247126325286696700.76865671640.75358166190.78504672948926212225201225202024211518710927172572182872712151920172813241920102021202118152715151518177174101386982391251410981268565531861242471051852181014942449475

    V19/28/1736035512:07:442EXEMPLARMASK7SA11923416792752248241100766650.73533834590.71264367820.7602523659465241625925132221182209241221521827421E(22)E(23)316112652982412231122132741310175241420F(22)F(23)13714712567107191217151114781311113104163932062431662275131851964886610

    V19/29/1736535511:57:482EXEMPLARMASK9DSA1202171710277126227662576570.81887366820.80864197530.828828828847192612226191124141892511191024141819261022161920251323122361921281225720927151972612221619110135106203165136122694410195116114195512932361858210587104114Q(22)Q(23)

    V110/2/1735535512:08:172EXEMPLARMASK11DSA1213141973238728027784697100.78450704230.76923076920.8005780347481324162817262018192016262023827132372526199211817182913207181722102210211127142214311624132426351169523817191014215142751141152351271171941741610187131138215206145

    V110/3/1735535512:03:292EXEMPLARMASK2DSA122141772256430428969657270.81568088030.81501340480.8163841808481330927222412221224172321281124112213252031924172517281824132520267291923121914241522132414201071241151088889134781041641061123416616217491097164531178696116

    V110/10/1736533511:58:142EXEMPLARMASK14DSA1230171564256024124778886540.746177370.75548589340.737313432848825152413227181624518824415112178112011222178268151418152217215166281319621101913251551578916310108513712106410611616669184949813712176121041471459774

    V110/11/1736033511:59:372EXEMPLARMASK8DSA1240331368335922822965635850.78119658120.77815699660.78424657534811201423151915189229198171016918719111792042113211523131011171123516101811217168211022951481359511513615317713611565851351961281131248456851988296106

    V110/12/1736033512:05:582EXEMPLARMASK10DSA1240111528232720522867565560.77877697840.75367647060.8028169014482191116102210217171610212219161415917161719131026122418201317142114161921112191522161014121713314414910121248917510484174135144146137551371141441579311364142204

    V110/13/1735533512:17:032EXEMPLAR_MASK_6DHK1250151318245121821672445500.78909090910.75172413790.8307692308481217122014191317121962382092011161112420101511951412161023516181314151020142191910231017163689797941310117125109116184924011411515392105143739696123114

    V110/16/1735033511:59:262EXEMPLARMASK9DSA1263211543261020923445565440.81433823530.82283464570.80689655174714177191011191610152217101712181226171482219179191817121910151016142610221217112611248187155094162122125631121261557310815510782541262561962048714415694Q(22)Q(23)

    V110/17/1735033511:49:342EXEMPLARMASK1DSA127081489223821421280675730.74345549740.72789115650.759856630848111911181521813171512191324813621181815178165191717817714111762013211520121211181517142086126771327374139916641761711661151161554595861449189821361613

    V110/18/1734533512:02:502EXEMPLARMASK13DSA1283121340213221122162485420.79704797050.77289377290.8215613383489249161019121911201216141711151512101881710181416815614121761917261024102012201217101671713217101488374105744983108123936512213754831071241149095103104

    V110/19/1734033512:07:122EXEMPLARMASK3DSA129181364251223223849555740.8188153310.82562277580.81228668944812211221916519817122151771442111211620142432711181625719152092011166248175146211417143113106164679384115836313375531441467884118835510310416433

    V110/20/1734034010:48:232EXEMPLARMASK5DSA1302111455247522021969405480.80109489050.76124567470.845559845648152592081871172371218209199181222141117219179196151221101981910192017141710191219918614124948794171095125183123177193538310293111351068311562153114

    V110/23/1734034012:14:022EXEMPLARMASK7DSA131121459224924923360535950.81008403360.80582524270.8146853147489201121152262313158171026919102782471592062114165211217102111211319618151892012177241061141481151539561213312315510414291073143143105152156648412513385

    Probe 110/24/17340SET A (cinn, apr, bbgum, rootbeer, coffee)32

    V110/25/1734034012:16:172EXEMPLARMASK15DSA13351115792811196199115906000.65833333330.63022508040.68858131494813191214141813191215717101361882181018157171418919161518251817121412101220616517515201371018781518617106717118111087911123987119142869510817108121412144710105

    V110/26/1733534012:08:552EXEMPLAR_MASK_8DHK1340111584284518120377675280.72727272730.70155038760.7518518519481229131910167201115711121514117861041312144251325172516151220913131381715141212711111310111681671071361441021761281181157513513810495155959511475935989

    V110/27/1734534011:58:102EXEMPLARMASK4DSA1354181377262617214263594360.72018348620.73191489360.706467661748714121671310141517712121211141013918171791210910109914151217101120128107101169151318681726494346995879320496971310125134941029537961861148343

    V110/30/1735534012:15:192EXEMPLARMASK2DSA1363171308231722121966555610.78431372550.77003484320.799270073481624917615314722829923810171211231117815121310201119518181810251011621112510186149179454655115518810810454949386413448364133779483535511472

    V110/31/1736034012:02:052EXEMPLARMASK13DSA13721414742291189167104625220.68199233720.64505119450.72925764194852312197131617119101091510151418101810157174178161416121314128141312814101811141388137910175128986175117916108821811429145831251181771410136156135133133

    V111/1/1735034012:22:122EXEMPLARMASK1DHK1383131492367619718064554960.76008064520.7547892720.765957446848923121981971181113128141020121912191115131581410891912168138159121115122210191616511727331011110310694141088841429111371510939116592124114133137106133

    V111/2/1735534011:54:462EXEMPLARMASK11DSA1391101163241617317957444530.77704194260.7521739130.802690583486168136149161212916416812314131571471512148136167204185116164151220589181010811551154473935279928514484936313662736112463844574126

    V111/3/1736034011:58:382EXEMPLARMASK14DSA14015954216214715655444020.75373134330.72772277230.784861471821321641061331261161338611784176131110716141538710612412822511610116636267353564429756435554103645782128417731126462

    V111/6/1736534012:08:252EXEMPLARMASK6DSA141171197229915217158494300.75116279070.72380952380.7772727273483186171112915613511713108311415210495959141432278613517519511713619717531174286667448347568635245114327244865626635211544

    V111/7/1737034011:28:232EXEMPLARMASK10DSA142031078239819718277775330.71106941840.71897810220.70270270274881741510197167145186151117719517918111271391671741651261261142321682081351356955486857484445998666161011105618534577738510766439

    V111/8/1735534012:00:172EXEMPLARMASK12DSA143041108237418717861524780.76359832640.75403225810.7739130435485203199208144142105141318413414216615915101851531691531410155125159145155142246475644763863655633612888132531343343381673448345

    V111/9/1735534012:05:252EXEMPLARMASK2DSA1440211652156166170112595070.66272189350.59712230220.742358078648121772361581851312951410131311515293910204166179111612717111561131321321231391031244710412312693117129657671071465288159116525368739342

    V111/10/1733534012:19:292EXEMPLARMASK3SA145121143277818415649464350.78160919540.78969957080.7722772277489187235991712156191116613131091581612131017613101261149814914101281251711147115334961626674681236214313414143547212284528410810210411576

    V111/13/1732534011:59:082EXEMPLARMASK4DSA146051148230515217762384290.76689976690.71028037380.82325581448111681371581411138136135151088101011611819791215516715413614715817131341281989681147364981139495759455639514273727275122811157454

    V111/14/1733034011:40:302EXEMPLARMASK5DSA147831311260619318048414620.80735930740.80082987550.814479638481320101514231320141210121014917815617810111881681589818111392113221199133132156161251028463771246375101637388113878614311214219212353928375

    V111/15/1733034012:02:242EXEMPLARMASK7DSA148041049249115715352414030.76923076920.75119617220.7886597938481014171681391661361271431171051251739111910155209131511811693156126124937561269391153113738653355667153847384133934373687262103

    V111/16/1733034012:01:182EXEMPLARMASK8DSA149011071218913417551524120.750.72432432430.77092511014810791281061412117101146941210145166156235137171414417212612613714101331681165958497547352244293656733106543342769735112923765

    V111/17/1733534011:52:512EXEMPLARMASK15DSA150071154216014717066714540.69823788550.69014084510.7053941909487146915121116815810151441391141171161111161115101851841231271431281061381261886114761368103625378554329569661057469109748822638517

    V111/20/1732034012:03:212EXEMPLARMASK1DSA1510111122514139140102734540.61453744490.57676348550.6572769953481114815812151261391471464695114115108171011671015111346711111181379885195128951288679931311529242797101181310961135331052347345755

    V111/21/1733034012:12:232EXEMPLARMASK6DSA152061022233614112640473540.75423728810.77900552490.72832369944810159141416131361921112771048311411261012614813910101357575103951191031013761447155237732149332519816374837461863473456442

    V111/27/1733534012:10:112EXEMPLARMASK2DSA15301909229011713730373210.79127725860.79591836730.78735632184831025412392147641069415591211574135118131011811812615254125124126104233635324132729141537254751131069242104612353459132

    V111/28/1734534012:10:022EXEMPLARMASK10DSA154051025239515415186474380.6963470320.64166666670.762626262648111551312106157123115115115125107184167151215315612812716121787583188106671041374813547856623427365984555212464523342633510766

    V111/29/1734534012:09:212EXEMPLARMASK11DSA15510989249115814659624250.71529411760.72811059910.701923076948517610613616819515983104116931351741651641311141421331389996115132813577581041352376355510463543265774434105645755593565

    V111/30/1735034012:07:382EXEMPLARMASK12DSA156021069233716517188744980.67469879520.6521739130.6979591837485135136166126134112159174124166144136181212612111351551451781841312142121413446758287766584768465103966118146458477126653418551010

    V112/1/1735034012:11:192EXEMPLARMASK13DSA15701949243515714248584050.73827160490.76585365850.714871861751291471416147116118115138111116147761331078111668217513315713884563259455435563737452366456116625775473511611310344

    V112/4/1735535012:04:352EXEMPLAR_MASK_14DHK158001044228815115747534080.75490196080.76262626260.747619047648321101051131151210146145126165105109105201815131614141011910101531071458101491013310411496356343105341125335751059152424497116661138557

    V112/5/1736035012:21:182EXEMPLAR_MASK_15DHK15903963223814816042423920.78571428570.77894736840.792079207948101581981491515628714372921151491681541411217166166137145131412593451315584437321235810452927364666592988366734433326080

    V112/6/1735535012:18:482EXEMPLAR_MASK_3DSA160211110264217318060724850.72783505150.74248927040.7142857143488177148212131019511110511131631341141751471612136186169185123178163177139105367957595777384125259774912984595655624485844104123

    V112/7/1736035011:42:502EXEMPLARMASK1DNW161141177215815119054464410.77324263040.73658536590.8050847458488135101118121461881871329371210685137191616615612111621691412179157131520417752654104457293175888312455145754554837310387939193104

    V112/8/1735535012:13:262EXEMPLARMASK7DSA162011262249317117949644630.75593952480.77727272730.736625514448513142031431381671568517131771441599131299517101281915218134141151018520895657724552549672447345831124637553410411105464766379

    V112/11/1736035012:03:372EXEMPLAR_MASK_4DHK163311098342616016355404180.77272727270.74418604650.8029556654831310187184176131519111241241037710511817111441313111717131313175137104911109194613868638234763433106332236103118164739311113381414453

    V112/12/1736535011:44:122EXEMPLARMASK8DBW164031017260815015453554120.73786407770.73891625620.73684210534816981710921161381461111681561331161115199185194911011557411612612895136575135948495238554376452103104957254876234106272764

    V112/13/1736035012:28:382EXEMPLARMASK5DBW16517957290214513338323480.79885057470.79234972680.8060606061487147178173104841510921412781212156731110128107931059776991621881091210493126264103766482914411357136635361515141451228230

    Probe 212/14/17350SET A66

    V112/15/1736035011:24:232EXEMPLARMASK2DBW16703913280615813743513890.75835475580.78606965170.728723404348121851361281231161041141591681321631187512141113116129114123149651341391585133823674835645112414506910583536284144556868034

    winter break

    V11/11/1838035012:03:552EXEMMASK1DSN16802811470614014060513910.7161125320.70.732984293248710686116144147186111011213196851369719410414997122141011693891451143346953105545455576418641433548256327234653211314

    V11/12/1838035012:04:032EXEMMASK2SN169411076291915216357634350.7241379310.72727272730.721238938148617131110814116127201316689155116111212421112010197115121614137101197204108123755452414655468108220753213121210610011683737131146310674

    V11/16/1836535012:20:582EXEMMASK3DSN170111076292613713761473820.71727748690.69191919190.74456521744899910416899107118155106147106131110661413151110135125158138157758515491339176106910797654537387538354885492457011461943755

    V11/17/1835535011:58:292EXEMPLARMASK4DNW171011122239514412647343510.76923076920.75392670160.787548201371351389475125144118111213613415891011111512136667776711165991341365851313412564734079946394641148291738262411347532114

    V11/18/1836535012:12:432EXEMMASK5DSN172001033272015614560594200.71666666670.72222222220.71078431374861814141195131016616713812413610161313910961110176781761271439111131151461313610455643614644878455365312712873943311613555746411585

    V11/19/1837035012:09:472EXEMPLARMASK6DSN17322911306017112382744500.65333333330.67588932810.624365482248624812121671151431751861291051877412514682118981161036674123124109134765684766453837411372784141155114445646526881468110

    V11/22/1836535012:04:442EXEMPLARMASK7DBW174031183245517516091925180.64671814670.65789473680.634920634948101752212186151114512716513711511514612111641851461581571151291010131013512411973127624588571058578957386127651276959610751085678937

    V11/23/1836035012:05:192EXEMMASK15SN175111000250612312930413230.78018575850.80392156860.7588235294488211016512693107667771093122668101613188167166106858654991087769524818453611261163171814446438382441124655531211

    V11/24/1836035012:09:412EXEMPMASK14DNW176031155248412813146573620.71546961330.73563218390.6968085106484789986136871110145125145961361031015117141091412159713891216582115911297115956363555242645147147964563126125957435133553

    V11/25/1835535012:00:302EXEMMASK13DSN17700874293510010738502950.70169491530.72463768120.68152866244812116126175121186946576446235551661313103743113885776310510341024515154461634454316331679547547752946451311434

    V11/26/1835535012:01:482EXEMMASK12DSN17800950292011311246353060.73529411760.71069182390.76190476194829612765156178741353684779178858274711771171181266910412713541153443517452363892153842553102448234833233306433

    V11/29/1834535012:06:182EXEMPLARMASK11DBW179007892294829143372530.68379446640.6560.71093754855777388664477465124627611585881355494676392866484571095533021573242144334123363157523420123492635354

    V11/30/1834535012:04:382EXEMMASK10SN180018432717938330182240.78571428570.7560975610.821782178248215611121069486649555722548771081365771010465533145665491339344964222308210413350311149163814360302131423082

    V11/31/1834535012:07:402EXEMPMASK1DNW181017623383868828242260.76991150440.75438596490.785714285748127310489736853416211664729382134214105845285556969651154553121242041746233833033337251505195621713044112

    V12/1/1834535012:27:432EXEMPLAR_MASK_2DHK182008762568978128242300.77391304350.7760.771428571448310127111210681183712812653676173103697891168855456842348114292721134517143114119115544428310060304383202133

    V12/2/1834535012:12:092EXEMMASK3DSN18300873263510911325252720.81617647060.81343283580.8188405797482103936274146891071235364941331021029913861010562491057418710441453437342206081406590363646223171106050939070

    Probe 335084

    V12/6/1835535012:01:392EXEMMASK4SN185116032932818521282150.77209302330.79411764710.75221238944875584433781103731054957812941118488651435432953552647641361514231524272921051675272534130425331124352

    V12/7/1835535511:52:072EXEMPMASK5DNW186205413010918618262210.80090497740.83486238530.7678571429484103106929264986754647273765293103381044387849361529525163322121304224112160743211324124312281621214

    Probe 435587

    V1- didn’t finish!2/9/1836535512:03:372EXEMMASK6SN1880426627783831610850.81176470590.86363636360.7560975612357657566467356E(14)E(15)E(16)E(17)E(18)E(19)E(20)E(21)E(22)E(23)61177431684F(10)F(11)F(12)F(13)F(14)F(15)F(16)F(17)F(18)F(19)F(20)F(21)F(22)F(23)93816062P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)83215361603092Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V12/12/1837535511:44:232EXMASK7DTW189315322583888418262160.79629629630.83018867920.7636363636485104941047173747263123335651351461041137483725328427264264513133223130324040327107552123031627060314271

    Probe 538590

    V12/14/1839035512:00:162EXMASK1DNW19110697267010612154523330.68168168170.66250.6994219653483179363436615394134143113104847484115529694114137841441041641226347534224164586276P(22)P(23)446265253851768573517874

    V12/15/1839535512:04:472EXEMMASK2DSN192115943315959513192220.85585585590.87962962960.833333333348773658414586103555363891167295311929514365536475578414317340513231512030204232543113427261303042513142

    V12/16/1839535512:00:542EXEMMASK3DSN19310823281410211025202570.82490272370.80314960630.84615384624851064576487693106135956671016454968510911751012613412565810117241608061102635244534384466110252609280804290112133

    Probe 641594

    V12/20/1842535512:12:142EXEMMASK4SN19501928228711213127242940.82653061220.80575539570.84516129034846810796791061187766159971241091061096101381071211109116123861181851939110130734153624882421057271821101105451120925572

    V12/21/1844035511:54:472EXMASK5DNW19621887275014312631303300.81515151520.82183908050.807692307748813817810613612638126156971191111177114137877613611910101178812785146360453171756310572627381535890529452726183807273

    retired

    V1

    Tumor Related Weight Gain

    V1 2 Ex Probes

    SubjectStartDateWEIGHTGoal WeightStartTimeExperimentGroupBoxSessionTotal Left PokeTotal Right PokeTotal Center PokeSession TimerA1-A2+B1-B2+E1-E2+F1-F2+G1-G2+H1-H2+A1-B2-B1-A2-E1-G2-F1-H2-G1-E2-H1-F2-TOTAL RESPOVERALL DRA1-A2B1-B2E1-E2F1-F2G1-G2H1-H2A1-A2 SAMPLE 1A1-A2 COMP 1A1-A2 SAMPLE 2A1-A2 COMP 2A1-A2 SAMPLE 3A1-A2 COMP 3A1-A2 SAMPLE 4A1-A2 COMP 4A1-A2 SAMPLE 5A1-A2 COMP 5A1-A2 SAMPLE 6A1-A2 COMP 6A1-A2 SAMPLE 7A1-A2 COMP 7A1-A2 SAMPLE 8A1-A2 COMP 8B1-B2 SAMPLE 1B1-B2 COMP 1B1-B2 SAMPLE 2B1-B2 COMP 2B1-B2 SAMPLE 3B1-B2 COMP 3B1-B2 SAMPLE 4B1-B2 COMP 4B1-B2 SAMPLE 5B1-B2 COMP 5B1-B2 SAMPLE 6B1-B2 COMP 6B1-B2 SAMPLE 7B1-B2 COMP 8B1-B2 SAMPLE 9B1-B2 COMP 8A1-B2 SAMPLE 1A1-B2 COMP 1A1-B2 SAMPLE 2A1-B2 COMP 2A1-B2 SAMPLE 3A1-B2 COMP 3A1-B2 SAMPLE 4A1-B2 COMP 4A1-B2 SAMPLE 5A1-B2 COMP 5A1-B2 SAMPLE 6A1-B2 COMP 6B1-A2 SAMPLE 1B1-A2 COMP 1B1-A2 SAMPLE 2B1-A2 COMP 2B1-A2 SAMPLE 3B1-A2 COMP 3B1-A2 SAMPLE 4B1-A2 COMP 4B1-A2 SAMPLE 5B1-A2 COMP 5B1-A2 SAMPLE 6B1-A2 COMP 6E1E2 SAMP PE1E2 COMP PF1F2 SAMP PF1F2 COMP PG1G2 SAMP PG1G2 COMP PH1H2 SAMP PH1H2 COMP PE1G2 SAMP PE1G2 COM PF1H2 SAMP PF1H2 COMP PG1E2 SAMP PG1E2 COMP PH1F2 SAMP PH1F2 COMP P

    V110/24/1734034011:59:36PROBE42EXEMPLARDSA132014105819371571731941733329116354600.84183673470.82631578950.85643564360.63333333330.40.850.37562082816221026614916141441714251217914426162810228211420127108748674114371029964437451944111783611665385

    V112/14/1736035011:28:31PROBE3-2EXEMPLARDBW166018682032101977131643531639113330.750.74264705880.75781250.53846153850.81250.640.2666666667614913108915111481191381368161271668812413614414115741310968446108656324188357413101674361389511

    V12/5/1835035012:27:02PROBE2EXEMPLARDBW18401505196956509242232142111750.70666666670.70886075950.70422535210.69230769230.50.80.66666666670735062128125774330122513663813372624613267108514654422462336932542224726141

    V12/8/1835535511:59:11PROBE1.2EXEMSN18730392289151211303211740111230.65454545450.70833333330.55263157890.2100.752706210482759440046164475000000003234341288413357544300002103001344103121

    V12/13/1838535512:11:47PROBE42EXEMSN19012468317743346353141411601300.73333333330.75438596490.70833333330.85714285710.750.45454545451244626361845163264744148655433453085354043816752012232201623254321222600

    V12/19/1841535512:05:15PROBE2-2EXEMPLARDBW19400566312167722274111422321880.84756097560.8589743590.83720930230.50.50.70.666666666725567102101288751110106441378611661184135910481428143007360615344530262173432221312

    Nosepokes/second

    Nosepokes/secondPositiveNegative

    PositiveNegativeProbe 12.151.25

    Baseline2.3050.8766666667Probe 221.45

    Probe1.390.86Probe 30.850.4

    Probe 40.350.3

    Probe 50.850.4

    Probe 60.750.45

    Probe 7

    Probe 8

    Total Baseline Responses

    PositiveNegative

    Probe 12020

    Probe 262

    Probe 332

    Probe 486

    Probe 5115

    Probe 600

    Probe 700

    Probe 800

    V1 2 Ex Probes

    Baseline

    Probe

    Nosepokes/Second

    V3

    Positive

    Negative

    V3 stats

    SubjectStartDateWEIGHTGoal WeightStartTimeExperimentGroupBoxSessionTotal Left PokeTotal Right PokeTotal Center PokeSession TimerA1-A2+B1-B2+A1-B2-B1-A2-TOTAL RESPOVERALL DRA1-A2B1-B2Trials CompletedA1-A2 SAMPLE 1A1-A2 COMP 1A1-A2 SAMPLE 2A1-A2 COMP 2A1-A2 SAMPLE 3A1-A2 COMP 3A1-A2 SAMPLE 4A1-A2 COMP 4A1-A2 SAMPLE 5A1-A2 COMP 5A1-A2 SAMPLE 6A1-A2 COMP 6A1-A2 SAMPLE 7A1-A2 COMP 7A1-A2 SAMPLE 8A1-A2 COMP 8A1-A2 SAMPLE 9A1-A2 COMP 9A1-A2 SAMPLE 10A1-A2 COMP 10A1-A2 SAMPLE 11A1-A2 COMP 11A1-A2 SAMPLE 12A1-A2 COMP 12B1-B2 SAMPLE 1B1-B2 COMP 1B1-B2 SAMPLE 2B1-B2 COMP 2B1-B2 SAMPLE 3B1-B2 COMP 3B1-B2 SAMPLE 4B1-B2 COMP 4B1-B2 SAMPLE 5B1-B2 COMP 5B1-B2 SAMPLE 6B1-B2 COMP 6B1-B2 SAMPLE 7B1-B2 COMP 8B1-B2 SAMPLE 9B1-B2 COMP 8B1-B2 SAMPLE 9B1-B2 COMP 9B1-B2 SAMPLE 10B1-B2 COMP 10B1-B2 SAMPLE 11B1-B2 COMP 11B1-B2 SAMPLE 12B1-B2 COMP 12A1-B2 SAMPLE 1A1-B2 COMP 1A1-B2 SAMPLE 2A1-B2 COMP 2A1-B2 SAMPLE 3A1-B2 COMP 3A1-B2 SAMPLE 4A1-B2 COMP 4A1-B2 SAMPLE 5A1-B2 COMP 5A1-B2 SAMPLE 6A1-B2 COMP 6A1-B2 SAMPLE 7A1-B2 COMP 7A1-B2 SAMPLE 8A1-B2 COMP 8A1-B2 SAMPLE 9A1-B2 COMP 9A1-B2 SAMPLE 10A1-B2 COMP 10A1-B2 SAMPLE 11A1-B2 COMP 11A1-B2 SAMPLE 12A1-B2 COMP 12B1-A2 SAMPLE 1B1-A2 COMP 1B1-A2 SAMPLE 2B1-A2 COMP 2B1-A2 SAMPLE 3B1-A2 COMP 3B1-A2 SAMPLE 4B1-A2 COMP 4B1-A2 SAMPLE 5B1-A2 COMP 5B1-A2 SAMPLE 6B1-A2 COMP 6B1-A2 SAMPLE 7B1-A2 COMP 7B1-A2 SAMPLE 8B1-A2 COMP 8B1-A2 SAMPLE 9B1-A2 COMP 9B1-A2 SAMPLE 10B1-A2 COMP 10B1-A2 SAMPLE 11B1-A2 COMP 11B1-A2 SAMPLE 12B1-A2 COMP 12OLF 2 Scents

    FREE FEED WEIGHT=380

    V38/21/1736034014:02:4530MINMAGSN177181799E(0)E(1)E(2)E(3)E(4)E(5)E(6)E(7)E(8)E(9)E(10)E(11)E(12)E(13)E(14)E(15)E(16)E(17)E(18)E(19)E(20)E(21)E(22)E(23)F(0)F(1)F(2)F(3)F(4)F(5)F(6)F(7)F(8)F(9)F(10)F(11)F(12)F(13)F(14)F(15)F(16)F(17)F(18)F(19)F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V38/22/1734034013:48:3730MINMAGSN1103151799E(0)E(1)E(2)E(3)E(4)E(5)E(6)E(7)E(8)E(9)E(10)E(11)E(12)E(13)E(14)E(15)E(16)E(17)E(18)E(19)E(20)E(21)E(22)E(23)F(0)F(1)F(2)F(3)F(4)F(5)F(6)F(7)F(8)F(9)F(10)F(11)F(12)F(13)F(14)F(15)F(16)F(17)F(18)F(19)F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V38/23/1733534014:24:29FR1_NOSCENTSHK11314200E(0)E(1)E(2)E(3)E(4)E(5)E(6)E(7)E(8)E(9)E(10)E(11)E(12)E(13)E(14)E(15)E(16)E(17)E(18)E(19)E(20)E(21)E(22)E(23)F(0)F(1)F(2)F(3)F(4)F(5)F(6)F(7)F(8)F(9)F(10)F(11)F(12)F(13)F(14)F(15)F(16)F(17)F(18)F(19)F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V38/24/1733034014:20:352SCCENTDFR1SHAPSN19140257611111111111111111000E(20)E(21)E(22)E(23)11111111111111110000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V38/25/1733534014:26:062SCENT2SFRSN13152174254411111121111121210000E(20)E(21)E(22)E(23)13112111121221110000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V38/28/1732534014:08:512SCENT3SFISN11459240296511212111111163211000E(20)E(21)E(22)E(23)22111112341141130000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V38/29/1733034014:06:352SCENT4SFISN1744472291644141413555489339000E(20)E(21)E(22)E(23)31584633382675210000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    V38/30/1734034014:20:542SCENT5SF1SN1374989328405107127101212108191077178000E(20)E(21)E(22)E(23)11366111149128102915780000F(20)F(21)F(22)F(23)P(0)P(1)P(2)P(3)P(4)P(5)P(6)P(7)P(8)P(9)P(10)P(11)P(12)P(13)P(14)P(15)P(16)P(17)P(18)P(19)P(20)P(21)P(22)P(23)Q(0)Q(1)Q(2)Q(3)Q(4)Q(5)Q(6)Q(7)Q(8)Q(9)Q(10)Q(11)Q(12)Q(13)Q(14)Q(15)Q(16)Q(17)Q(18)Q(19)Q(20)Q(21)Q(22)Q(23)

    BEGIN 2 EXEMPLAR TRAINING, SET D (Clove, Honey, Blueberry, Peach, Marshmallow)

    V38/31/1734034014:28:102EXEMPLAR1DSN1123339552829926677873220.49068322980.54437869820.431372549484975731241094811129145510961064121510767113613719576594286109118503171412169326258554769711131211636651254594475141241

    V39/1/1734034014:03:112EXEMPLARMASK2DSN12263913073055124111116964470.52572706940.51666666670.536231884148288109121512519141089810894841136812912811510151210634141168456109101314159141091159871071314108135510712466111181061041051210161110928149119

    V39/5/1733534014:16:382EXEMPLARMASK3DSN13231290128189110562933510.55840455840.59477124180.53030303034419121391496112728697356673634713192051379424939566931015F(22)F(23)169521010498486578105332100P(22)P(23)20151117111414146755269126033Q(20)Q(21)Q(22)Q(23)

    V39/6/1734534014:19:062EXMASK4DSN14233276427881079542863300.61212121210.71812080540.52486187854898610696656464144137461369591071013783104934386691424362622147344285333374854112141171410776107761275432466669

    V39/7/1734534014:14:192EXEMMASK5SN1514289002789150145661034640.63577586210.69444444440.584677419446714999107118137176134123157174851167611998108135124114185127116184137736377624575813123937P(22)P(23)22111176613684651241641244813Q(22)Q(23)

    V39/8/1734534014:09:532EXEMMASK6SN1611277772862107128531003880.60567010310.668750.5614035088478811127146841467783124731156E(22)E(23)1012126412713374841151338311316311912553533243148324161030125326822591197341358365341058

    V39/11/1735535013:52:222EXEMMASK7SN171534754318012011842713510.67806267810.74074074070.62433862434824586142137137127123621048314563171410106104154103135451331437577454956412813696241414120131010911574558443577433424

    V39/12/1735535013:55:112EXEMMASK8SN181737685288411912142483300.72727272730.73913043480.715976331445610131929410691115941031249311E(22)E(23)228175105126105111831145513511611231041110427432603646635161666162374435464232451Q(20)Q(21)Q(22)Q(23)

    V39/13/1735035014:06:002EXEMMASK9SN191015852283617114170364180.74641148330.70954356850.79661016954671441641149511411415317515320515417514121141721141371596414815512413F(22)F(23)56114612747549465855461174104453271435170959210835Q(22)Q(23)

    V39/14/1735035013:56:072EXEMMASK10SN110822894277815819723544320.82175925930.87292817680.78486055784832516617151541331631641131491221321371691441661341761241481831511712182415296628230931006320843140912924466103112511111146346910

    V39/15/1735035014:01:132EXEMMASK11SN111515914280917319221194050.90123456790.89175257730.90995260664691671351751261241351661791751212148147189217112136147111414513414521122631651329511352111130709310270629111280446211410633152Q(20)Q(21)Q(22)Q(23)

    V39/18/1736536514:11:492EXEMMASK12SN11227855281415718121414000.8450.88202247190.815315315348141513313101371591610171012412618610414817111491282461531841778710318615213143119352917163424231416114664107892125304063603142

    Probe 19/19/17SET A (cinn, apr, bbg, rb, coff)13

    V39/20/1736536514:03:522EXEMMASK13SN11448976269018019419294220.88625592420.90452261310.869955157482151018820101831371761299316412111331712181221111872271726919318314416111251312133613241926442601001224133214514210483726232438172

    V39/21/1735536514:06:392EXEMMASK14SN115571154265319916921384270.86182669790.90454545450.81642512084861611186172171219108111517141412821919112351641691591013137112167131011161321141621881517213191825113010011110034124441031761226010012411117014282

    Probe 29/22/17SET A16

    V39/25/1737536514:11:552EXEMMASK1SN117221045294321119116124300.93488372090.92951541850.94088669954812207238181321616611412101710219177161219613122110219121014717911101791810113201016907161707580701249240111921326082617290120121725050102

    V39/26/1736536513:52:402EXEMMASK2SN118351063319620420114174360.92889908260.93577981650.9220183486489191521722615511819817413111712169131521716141411191016101611208205133178161015111916712012021501116261401019111041102171115130508043112625180

    Probe 39/27/17SET A19

    V39/28/1736536514:04:582EXEMMASK3SN120621155275120317215224120.91019417480.93119266060.88659793814814201022714141412157141116161992281214159202155161113121412161212416141312161013131271690112100143103103140821409012112170928210119060901147364151115

    V39/29/1737036514:18:132EXEMMASK4SN12124131241312420121923224650.90322580650.89732142860.908713692948918161517269159171116111871572015149149131116141812181415162313171215112017206201221141632132131113123741214272131112100153140122115183212921121119150121

    V310/2/1737036513:52:532EXEMMASK5SN12227111209268120618637254540.86343612330.84773662550.881516587748142391112161313131813251222714171611181513817121715131115111513181818141214158141120917912111831441228108371101105831001144111111291132171175818210410382

    Probe 410/3/17SET A23

    V310/10/1738034513:54:202EXEMMASK6SN124961156301515816033614120.77184466020.82722513090.72398190054815181315151881191395101313179121114148111471015116161113891114121312141019161912111111214141931189281142163132115111101121211161711195549392113127121105

    V310/11/1737034514:00:082EXEMMASK7SN1251341252275416816141324020.81840796020.80382775120.8341968912481411141210191219171718179171014121317111271211813181591214171181614131613131218141515101210141134202133134106124127131153154132113155172163143144124101141142152162

    V310/12/1736534514:03:572EXEMMASK9SN126711138247415316430333800.83421052630.83606557380.83248730964714131412916131019151211121481713121012910121111161214101010131115121913141115101412111210111332143153123134130124941821331021301171631321221121459090121144107Q(22)Q(23)

    Probe 510/13/17SET A27

    V310/16/1736534513:49:242EXEMMASK15SN1281491368291820220147244740.85021097050.81124497990.89333333334812131615111814914221314152413181417151816191715815121111141214141591415131522202412131525192115313314213413417615415613518312312416212114191152150163122160152146204

    V310/17/1736036513:40:102EXEMMASK4SN129541367274719018334324390.84965831440.84821428570.8511627907481811131417161116151916191919161113171412132115151091118181117181217111912161318121414131110132010620317015318115219017511215416513315291164163193142135160133123193193

    Probe 610/18/17SET A30

    V310/19/1736036513:51:012EXEMMASK11SN1311061453228423021242645480.80656934310.84558823530.7681159424817161820192112161715151819211823151611201224122011117121418121518161213182313211419142414201220611221451811841321441551661031351541051241351971931761791687496103124

    V310/20/1735536514:02:002EXEMMASK6SN132821364252622917723384670.8693790150.90873015870.823255814481617192115191520122018201714131414231618112210211414202012142117141215141312111811141611614171717316520014419014010011182101134931331831711641931221731664314484102

    V310/23/1736036514:20:362EXEMPLAR_MASK_3DHK133481193248518316537434280.81308411210.83181818180.793269230848171714151514121391613198131016121791714111515815161211161613111124158121016121481214131216831231048495122136112911031231411341557518293146811189111292154

    Probe 710/24/17365SET A34

    V310/25/1736036514:29:192EXEMMASK2SN13510101272215517819357564840.76652892560.75744680850.775100401648161814131416161514161013101412138141315814111712201114181413151118101513169151212121491810221951361291379411312395641641341031251151539512410615610414666123123

    V310/26/1736036514:09:462EXEMMASK12SN1361631239225916618341404300.8116279070.80193236710.82062780274811148151014151213161718121115159121514161114141216152191510141017131691413121315131413119181351361041441339311314314311112311310213410419514412212210313312493154

    V310/27/1736036514:09:392EXEMMASK10SN1371841157218218617233294200.85238095240.84931506850.8557213934841516131217131815151211102013181216915101451412181315121510131114814812141510151411131313179111210316314311313510273831331127313210115311375811031228210282

    V310/30/1737036514:02:402EXEMMASK5SN138861061288816117125413980.83417085430.86559139780.8066037736481514131613131015121681689101091081315161213811141491010148118161313917916122012135165241112536281938410211391131212112101931069210212213273113113

    V310/31/1736514:06:042EXEMMASK1SN13922101142275416216723373890.84575835480.87567567570.81862745148141510151218139811111481111812161017161410149171314131615119129131012121311181111716111411191821021131238115211412281101122931051421521437311415461124104

    Probe 811/1/17365SET A40

    V311/2/1737036514:12:472EXEMMASK3DSN1411141079251718718022294180.87799043060.89473684210.86124401914812161216815121811191191016714121713138141120131315161418101281611191413114141471351761512210211211212410110216113292517114110310213113311211294726292115

    V311/3/1737536513:58:152EXEMMASK8SN14287989347519917628204230.88652482270.87665198240.897959183748719720101413168171116111610171297181218819515918614920717116111410198114118177141139113284911538362511055110211313172731019281111102529161

    V311/6/1737536514:03:192EXEMMASK9SN143951103251920319521264450.89438202250.906250.88235294121617161871814136111220415101513131021102491851413159141316914161771471911131416922142143151112911021111219114392103111510911011349111112115411111171Q(22)Q(23)

    Move to 4 Exemplar

    SubjectStartDateWEIGHTGoal WeightStartTimeExperimentGroupBoxSessionTotal Left PokeTotal Right PokeTotal Center PokeSession TimerA1-A2+B1-B2+C1-C2+D1-D2+A1-C2-B1-D2-C1-A2-D1-B2-TOTAL RESPOVERALL DRA1-A2B1-B2C1-C2D1-D2Trials CompletedA1-A2 SAMPLE 1A1-A2 COMP 1A1-A2 SAMPLE 2A1-A2 COMP 2A1-A2 SAMPLE 3A1-A2 COMP 3A1-A2 SAMPLE 4A1-A2 COMP 4A1-A2 SAMPLE 5A1-A2 COMP 5A1-A2 SAMPLE 6A1-A2 COMP 6B1-B2 SAMP 1B1-B2 COMP1B1-B2 SAMP2B1-B2 COMP2B1-B2 SAMP 3B1-B2 COMP3B1-B2 SAMP 4B1-B2 COMP 4B1-B2 SAMP 5B1-B2 COMP 5B1-B2 SAMP 6B1-B2 COMP 6C1-C2 SAMP 1C1-C2 COMP1C1-C2 SAMP 2C1-C2 COMP2C1-C2 SAMP3C1-C2 COMP3C1-C2 SAMP4C1-C2 COMP4C1-C2 SAMP5C1-C2 COMP5C1-C2 SAMP6C1-C2 COMP6D1-D2 SAMP1D1-D2 COMP1D1-D2 SAMP2D1-D2 COMP2D1-D2 SAMP3D1-D2 COMP3D1-D2 SAMP4D1-D2 COMP4D1-D2 SAMP 5D1-D2 COMP5D1-D2 SAMP 6D1-D2 COMP6A1-C2 SAMPLE 1A1-C2 COMP 1A1-C2 SAMPLE 2A1-C2 COMP 2A1-C2 SAMPLE 3A1-C2 COMP 3A1-C2 SAMPLE 4A1-C2 COMP 4A1-C2 SAMPLE 5A1-C2 COMP 5A1-C2 SAMP6A1-C2 COMP6B1-D2 SAMPLE 1B1-D2 COMP 1B1-D2 SAMPLE 2B1-D2 COMP 2B1-D2 SAMPLE 3B1-D2 COMP 3B1-D2 SAMPLE 4B1-D2 COMP 4B1-D2 SAMPLE 5B1-D2 COMP 5B1-D2 SAMP6B1-D2 COMP6C1-A2 SAMPLE 1C1-A2 COMP 1C1-A2 SAMPLE 2C1-A2 COMP 2C1-A2 SAMPLE 3C1-A2 COMP 3C1-A2 SAMPLE 4C1-A2 COMP 4C1-A2 SAMPLE 5C1-A2 COMP 5C1-A2 SAMP6C1-A2 COMP6D1-B2 SAMPLE 1D1-B2 COMP 1D1-B2 SAMPLE 2D1-B2 COMP 2D1-B2 SAMPLE 3D1-B2 COMP 3D1-B2 SAMPLE 4D1-B2 COMP 4D1-B2 SAMPLE 5D1-B2 COMP 5D1-B2 SAMP6D1-B2 COMP6

    V311/7/1737036513:53:094EXEMMASK1SN1441381104292410110710792221819184840.84090909090.82113821140.8560.84920634920.836363636448716111671811161019111681791710161217112062061513191321718717131791581312128201016816969110561841258264928463103104152133826395911026472116103

    V311/8/1737536514:05:434EXEMMASK2SN145101211002595959711689351214184760.83403361340.73076923080.88990825690.89230769230.83177570094881410181318910816121981371691682010171015821916617924922516614111791411196148119313278838171228212182112111134133831011121237292941121037176

    V311/9/1737036514:01:484EXEMMASK3SN146851023237394889693181716124340.85483870970.83928571430.83809523810.85714285710.885714285748820141661611148149141117514816121651211137168156176149186167129238188119135161341028516481821039384948210111212362847382831021021124142

    V311/10/1737036514:13:184EXEMMASK4SN1471713106321621021101091019911134640.90948275860.91891891890.92436974790.90833333330.885964912348111571613191018111771761892161772514168137171615624718621614813918101714158153231011111027281829391121152714194112919181112619473918282

    V311/13/1737537013:49:344EXEMMASK5SN1481381201275412510510310716815225010.8782435130.88652482270.92920353980.87288135590.82945736434811201120111911248267161022614921101213179198179171017914820718816121911211018817716941011449411291161101102811025191123641159116162911014918292

    Probe 111/14/17375SET C (apple, grass, coconut, sandalwood, caramel)49

    V311/15/1737537513:49:454EXEMMASK6SN1501371067332699102106971798144520.89380530970.85344827590.91891891890.92982456140.87387387394812181117191971791391510218191112121651362192172261561671661661361011187177189218171123115949310191616381521611118162511021021117410314183

    V311/16/1737537513:46:094EXEMMASK7SN151121117323811061071148618138104620.89393939390.85483870970.89166666670.93442622950.895833333348714818719101713192195191214718920102215141320822101921171417121981513138161115181511121628395105141152151811441011049273711011011011311429292141112131

    Probe 211/17/17375SET C52

    V311/20/1738037513:55:584EXEMMASK15SN1531171104239289928983181731264450.7932584270.83177570090.84403669720.74166666670.761467889948141511197161012911716121561210118247118191318111781412137131014517913131213141218119143628211313286631128383103103101012374107945363861261249374

    V311/21/1738037514:03:134EXEMMASK14SN154109114521659710610895171314134630.87688984880.8508771930.89075630250.88524590160.879629629648817111811151015616101681392012161020101914181224121615176147208171217916722111311158121121728511310313282133921021027212211213294921421029114274141163

    V311/27/1738038013:59:214EXEMMASK13SN15518410682295109100947513815124260.88732394370.8934426230.92592592590.86238532110.86206896554815131122520121971816176149139211812920920714111371871751571711141314121062718111762101711058272721011029151511061019351838110311115171102134

    V311/28/1737538013:59:074EXEMMASK12SN15613171119223299979910811910184510.89356984480.90.91509433960.90825688070.8571428571481120817516917121391612167169156169161718917142481671161461751519161020819620518111173621221327112210118381101111811131511136181921469285111102

    V311/29/1738038014:20:034EXMARKPROBE3SN1571071046253096928479111219184110.85401459850.89719626170.88461538460.81553398060.814432989748102112188111218815413516915919101471281681791810157107912151113715111615146185311415161112916281102101839312293721321268284731331221036473

    Probe 311/30/17380SET C58

    V312/1/1738539014:21:534EXEMMASK10SN1597310222388941049684111418144350.86896551720.89523809520.88135593220.84210526320.85714285714861561810147159181214717716102110181015717101691661861481851489515913614817131692521116281735593938181811021237310393641036452926281

    V312/4/1739039014:03:534EXEMMASK8SN1607510272420831048592101322124210.8646080760.89247311830.88888888890.79439252340.88461538464811171021101569811910716101210209191518111910181112101391161791410161015151810118157171411619211382101519210184846111972122123938314172929273102

    Probe 412/5/17390SET C61

    V312/6/1738039014:04:534EXEMPLARMASK1DSN16210710392421101949681171717154380.84931506850.85593220340.84684684680.84955752210.843754810207177158173181014818914915921714612101561662010197147125109149121218916911769310183101639356102821117311353113438212353102103725372

    V312/7/1738539013:37:234EXEMPLARMASK2DSN16310398628369392868013108113930.8931297710.87735849060.90196078430.9148936170.8791208791489161014101471571710179156155229177111012912614514820710716911916512111991271075721011219381133621229161131102102411218111183102721028171

    Probe 512/8/17390SET C64

    V312/11/1738539014:23:454EXEMPLARMASK4DNW165401094238387891068511231294220.86966824640.8877551020.79464285710.89830508470.904255319148810815151510139191715111412171318141311119161318112061541581682210171014101110151011111710412191111921027711368931019112311271122937112111161102101153

    V312/12/1738539014:06:054EXEMPLARMASK7DNW166127113328259410210692112515144590.85838779960.89523809520.80314960630.87603305790.86792452834810176146159187161014720914922916817171314241120121781391912131120131313198157151010831221011018183103121122131610886210411310182103144202121717383

    Probe 612/13/17390SET C67

    V312/14/1739039013:37:244EXEMMASK6SN168461039278996105928818179134380.86986301370.84210526320.86065573770.91089108910.87128712874882310169125196125149241320718717615101111187163137189139149131314820715811915146103917410310173645152719610210262711111118413171849192

    V312/15/1739039013:31:304EXEMMASK11SN16993103222038493918514111193980.88693467340.85714285710.89423076920.89215686270.9042553191488151713613131511178118151016121613141117101591481414151018101871281371311159148189125513212210213210172621331011018293821011018110310281818112292

    winter break

    V31/12/1837037014:02:234EXEMPLARMASK5DNW17003113927239710011595241319244870.83572895280.80165289260.88495575220.85820895520.798319327748101881991510201213812816816617919101691613211025131614201017101631413169201017914814971178342132931255210110110110373105731321221048616772113124112

    V31/16/1835537014:22:254EXEMPLAR_MASK_3DHK171291045219192988572242918194370.79405034320.79310344830.77165354330.82524271840.79120879124812991781752010145159201216132071461311157171316714912812814512119121361513109139410611362762397104114846644112114547093105132144164633264

    V31/17/1837037013:58:544EXEMPLAR_MASK_8DHK1722911282672851049884162224194520.82079646020.84158415840.82539682540.80327868850.8155339806481318131613115148104169221520121491681381912177219118161218111512138181310101581313151111631321248410284125941311561116124114104142124126941021648172

    V31/18/1837537014:12:124EXEMPLAR_MASK_10DHK17377982250482717284181222163770.81962864720.820.85542168670.76595744680.8448131710151016121069615913101581291081110101313121389813610914181715131114111212127161231138475529110391121616294891961125182112741041346261111

    Probe 71/19/18370SET C74

    V31/22/1838037014:08:034EXEMPLAR_MASK_12DHK1751039842587100828488211716134210.84085510690.8264462810.82828282830.840.87128712874812161119816813101662081881091451711101213131912139161011414611712131811169138141315134103921038574116655191815310210442125825193909691103130

    V31/23/1838038014:02:134EXEMPLAR_MASK_13DHK1768710332517818510182191612104060.85960591130.810.84158415840.89380530970.891304347848111451211913178171112101710127159129149151026101410168171012111610127111017101481571313843101821037213694101811029210382101738110293111829112182

    Probe 81/24/18380SET C77

    V31/25/1838538014:05:394EXEMPLAR_MASK_14DHK17881888257468818570121419173660.83060109290.850.85263157890.81730769230.8045977011481185126127111213812171681771061161111161191114818416816131210871071614111112613637351635110111443516192831098181424591446521626263

    V31/26/1838038013:52:064EXEMPLAR_MASK_15DHK179102111423038110010193191922104450.84269662920.810.84033613450.82113821140.90291262144861391291210131018813131611151118821141891214191116121810171318141381761661181715188149313381978214310366741121229293531338512682626316271131121

    move to 8 exemplar: Set D (clove, honey, blueberry, peach, marshmallow) and Set A (cinnamon, apricot, bubblegum, rootbeer)

    SubjectStartDateWEIGHTGoal WeightStartTimeExperimentGroupBoxSessionTotal Left PokeTotal Right PokeTotal Center PokeSession TimerA1-A2+B1-B2+C1-C2+D1-D2+A1-C2-B1-D2-C1-A2-D1-B2-TOTAL RESPOVERALL DRA1-A2B1-B2C1-C2D1-D2Trials CompletedA1-A2 SAMPLE 1A1-A2 COMP 1A1-A2 SAMPLE 2A1-A2 COMP 2A1-A2 SAMPLE 3A1-A2 COMP 3A1-A2 SAMPLE 4A1-A2 COMP 4A1-A2 SAMPLE 5A1-A2 COMP 5A1-A2 SAMPLE 6A1-A2 COMP 6B1-B2 SAMP 1B1-B2 COMP1B1-B2 SAMP2B1-B2 COMP2B1-B2 SAMP 3B1-B2 COMP3B1-B2 SAMP 4B1-B2 COMP 4B1-B2 SAMP 5B1-B2 COMP 5B1-B2 SAMP 6B1-B2 COMP 6C1-C2 SAMP 1C1-C2 COMP1C1-C2 SAMP 2C1-C2 COMP2C1-C2 SAMP3C1-C2 COMP3C1-C2 SAMP4C1-C2 COMP4C1-C2 SAMP5C1-C2 COMP5C1-C2 SAMP6C1-C2 COMP6D1-D2 SAMP1D1-D2 COMP1D1-D2 SAMP2D1-D2 COMP2D1-D2 SAMP3D1-D2 COMP3D1-D2 SAMP4D1-D2 COMP4D1-D2 SAMP 5D1-D2 COMP5D1-D2 SAMP 6D1-D2 COMP6A1-C2 SAMPLE 1A1-C2 COMP 1A1-C2 SAMPLE 2A1-C2 COMP 2A1-C2 SAMPLE 3A1-C2 COMP 3A1-C2 SAMPLE 4A1-C2 COMP 4A1-C2 SAMPLE 5A1-C2 COMP 5A1-C2 SAMP6A1-C2 COMP6B1-D2 SAMPLE 1B1-D2 COMP 1B1-D2 SAMPLE 2B1-D2 COMP 2B1-D2 SAMPLE 3B1-D2 COMP 3B1-D2 SAMPLE 4B1-D2 COMP 4B1-D2 SAMPLE 5B1-D2 COMP 5B1-D2 SAMP6B1-D2 COMP6C1-A2 SAMPLE 1C1-A2 COMP 1C1-A2 SAMPLE 2C1-A2 COMP 2C1-A2 SAMPLE 3C1-A2 COMP 3C1-A2 SAMPLE 4C1-A2 COMP 4C1-A2 SAMPLE 5C1-A2 COMP 5C1-A2 SAMP6C1-A2 COMP6D1-B2 SAMPLE 1D1-B2 COMP 1D1-B2 SAMPLE 2D1-B2 COMP 2D1-B2 SAMPLE 3D1-B2 COMP 3D1-B2 SAMPLE 4D1-B2 COMP 4D1-B2 SAMPLE 5D1-B2 COMP 5D1-B2 SAMP6D1-B2 COMP6

    V31/29/1838038014:08:594EXEMPLAR_MASK_1DHK180137937229473829387121912153930.85241730280.85882352940.81188118810.88571428570.852941176548141261461681161357717714111511129143109157159198161415111371381282081311138161119254611016313585104836141111536282163616651121937282

    V31/30/1838038014:03:22ASET_4EXEMPLARMASK_2HK18149875250662697674183425283860.72797927460.7750.66990291260.75247524750.72549019614851058912711121191037411316101551139488121015101511164104839611719913614651111594112515721117947342387923738181648356589463

    V31/31/1838038013:56:28ASET_4EXEMPLAR_MASK_3HK1821701035256386868188254623254600.74130434780.77477477480.65151515150.77884615380.77876106194810188161014141111147138171114812714716813516101313146141014710516618711914219101056135811136456697176393781265261064838173758688938182

    V32/1/1838038014:15:384EXEMPLARMASK4DHK18346988230678788988141619113930.84732824430.8478260870.8297872340.82407407410.8888888889481114913711513814513131413137168761491481691491681171412181116715914716917910969274130917168711328173911309291192736194821111028191

    V32/2/1838038013:58:174EXEMPLAR_MASK_5DHK1841827972263676879169261211183900.82820512820.74509803920.87878787880.89215686270.7931034483487126108121113815914517618716813911612716616716715999196971061081181261710766626392668182641116210211242525213111257226111192105

    V32/5/1838038013:35:20ASET4EXEM6SN1857221059271469737477252018363920.74744897960.73404255320.78494623660.80434782610.681415929248672138122141371116588146121312712121591911811126107135128129157128157101213885011212210687999116416410110194103122211059391691093714294

    V32/6/1838038014:00:374EXEMPLAR_MASK_7DHK186881391080221087949087171821214350.82298850570.83653846150.83928571430.81081081080.805555555648101511127138139181016818111312169167161215515101511159167171112101211191118111214137131036341757213383931028510382107947311213310282105939354114

    V32/7/1838538513:50:33ASET_4EXEMPLARMASK_10HK187015810562614107819091221223104360.84633027520.82945736430.87096774190.7964601770.90099009948102361572062161641272069210413615714918925101711810131097137141219813620121210101138283527291551019110153895112554102152113101811027172

    V32/8/1838538513:53:53ASET_4EXEMPLAR_MASK_11HK18806611332376829366941791093800.88157894740.82828282830.91176470590.86842105260.9126213592481071014161451881641371291731961011211114512121111111214981510710522616913161971487811541311416314116112216282519117112113491152102131521407183

    V32/9/1838038513:58:434EXEMMASK8DSN18913181156226980968391171517244230.82742316780.8247422680.86486486490.830.79130434784851111159161615151214114188117206161210122171511128131115101310151114121615169159161314656312413211115263911231421239384103123931325275831421027676

    V32/12/1838538513:38:54ASET_4EXEMPLARMASK_12HK19017391027271094999391252720304790.78705636740.78991596640.78571428570.82300884960.752066115748612620511111751591941210199138184185197131514716121810147183141022215876144193311031102838693648824525611510272841068142627276961212

    V32/13/1838538514:07:524EXEMPLAR_MASK_13DHK191191711662612741099495152430184590.81045751630.83146067420.81954887220.75806451610.8407079646486211189151612181296920111513211219819715823815191191712171011121710201116111061891486711619210211337521441109546115132947131438343133112948185

    V32/14/1838538514:00:404EXEMPLAR_MASK_14DHK192221134230789849487352432364810.7359667360.71774193550.77777777780.7460317460.7073170732489187981471710197128127178118148118197191519913615417711111981181113138135207788131677512766759672621438116385531254581491066738271

    V32/15/1838538514:03:52ASET_4EXEMPLARMASK_15HK19310810072627797795871881263820.88481675390.81443298970.90588235290.88785046730.935483871487139146136136111115610161071210179129169151612913111891682161461610131219515410731571161911101312119162111819255525119114210161715141101101

    V32/16/1838538513:50:214EXEMMASK1SN19491910402422879092907916104010.89526184540.92553191490.90909090910.85185185190.9487158136135155125191418111610189155151087101014121822291731159519111314161517131611210072801226174328112113110010177721121421321831317141142112

    V32/19/183903858:53:35ASET4EX2KHD1952121077218277688475222333284100.74146341460.77777777780.74725274730.71794871790.72815533984821171591691161391116146128651261212121118201621144121516148844141213101818156111065426411384513684166132725364914147112754112562891065294

    Probe 1Set B (brandy, vanilla butternut, almond, strawberry, pistachio)96

    V32/21/183903859:01:56ASET4EX4KHD1972799124927375838391413103600.87222222220.89024390240.84269662920.86458333330.892473118348910811121261681131368271012131711161115411121310181213131381561351011141315111961262831619110113146131917293611721011041339261907291956191

    V32/22/183853858:55:39ASET4EX6KHD19813141037362775948687121110143890.87917737790.86206896550.89523809520.89583333330.8613861386482891215159131115101252217221114141312118125229131213710131571310161217131371241581411610291411019182111819362728215271112917243121431236381

    Probe 2Set B (brandy, vanilla butternut, almond, strawberry, pistachio)99

    V32/26/183903859:02:174EX3DKHD11006121109270287988179221522174210.81947743470.79816513760.86725663720.7864077670.82291666674811186138158208131087184151318161491810157168155129128131013912715151531281213134957111915311110186113102911021221181631161211226596939112181

    V32/27/183903858:54:494EXMASK5DKHD110106942214275678566513893280.89329268290.93750.83750.91397849460.884810151315911111371310881377121569121459920101291361361410134118151698105149730816111151811621216192713671171131112101721011211216110451

    Probe 3Set B (brandy, vanilla butternut, almond, strawberry, pistachio)102

    V33/1/183853859:03:044EXMASK7DKHD11031111010212874808270131316153630.84297520660.85057471260.86021505380.83673469390.823529411848111516141211613612796121216111281581510109191317141171011151110888161181817129612102751121026181927210210362122751231327491511421321427552102

    V33/2/183853859:07:094EXMASK15DKHD11048593127516367808320711123430.85422740520.75903614460.90540540540.87912087910.8736842105487128118159881374167101061181613105139151213910712819811314515814121231391576958111281756211181151319144929210110171911021225210154

    V33/5/183853858:28:58ASET4EX14KHD1105121089927296375855613915153310.84290030210.82894736840.89285714290.850.78873239444861491158101019121161498101898815111251111201114111410149128711128101515757782717363631218241152112111714612414181916238527111171102

    Probe 4Set B (brandy, vanilla butternut, almond, strawberry, pistachio)106

    V33/7/183853858:45:414EXMASK13DKHD110758906268068736074132314183430.80174927110.83950617280.76041666670.81081081080.80434782614851331210910168108851115127198101110711412412681197991013149108136151084147375111217111285104817484651021143311210182937362677271

    V33/8/183803858:53:18ASET4EX12KHD110813971252779667092161719183770.81432360740.83157894740.79518072290.78651685390.8363636364488159109171413121191311111214101191377510381113714810812111361410206121112101510198211243747352641731038323411041248391124133104921019413493

    Probe 5Set B (brandy, vanilla butternut, almond, strawberry, pistachio)109

    V33/12/183903858:56:064EXMASK11DKHD1110361026265064696955161923153300.77878787880.80.78409090910.750.7857142857481215151161013111489971213119121114101228913111216141610127171361269147811131114546427392131624313512391828510610591114163849314210215212393

    V33/13/183953858:54:57ASET4EX10KHD1111210112925557177806416811133400.85882352940.8160919540.90588235290.87912087910.83116883124818981861015121471115141813181710111116101610121721201313111491254610871412169141371392851261411111618118118215152913416110313115111114215215111311283

    Probe 6Set B (brandy, vanilla butternut, almond, strawberry, pistachio)112

    V33/16/183903858:51:484EXMASK8DKHD1113312951248874716971172016233610.78947368420.81318681320.78021978020.81176470590.7553191489488131013714812799136171113101110712161077131013915111198691013710111412991571073551121221049110462629284467410312372428271112116626587

    V33/19/183853858:52:58ASET4EXMASK1KHD111444955258060466065151418172950.78305084750.80.76666666670.76923076920.792682926848811610131017812841399131014271098673111181313910878117613135167133109795821426210210282185132921421211035310384848110213693824381

    V33/20/183903858:51:53ASET4EXMASK2KHD11151387221816968686416186133220.83540372670.81176470590.79069767440.91891891890.8311688312485661241581281261281011111481011101512138126146671110121135127131117814991137801031145171554282744382611121221308111085111739313081

    V33/21/183853859:00:364EXMASK3KHD111624979259568566070211512153170.80126182970.76404494380.78873239440.83333333330.82352941184872010131111145788119778615101211310112711691316810121014101114111312131491211104710512382113121102112937113483729113174132112829311473140143

    Probe 7Set B (brandy, vanilla butternut, almond, strawberry, pistachio)117

    V33/23/183853858:52:59ASET4EXMASK4KHD111834963266163696358211828333530.7167138810.750.79310344830.69230769230.6373626374487147117102105108841651710107129876614101010127109914851011991271010948115184124103741012772101828353781351231247276557711710372119

    V33/26/183853859:13:394EXMASK5DKHD11196111029234774696270211933413890.7069408740.77894736840.78409090910.65263157890.630630630641014681481810143121014131281313131694881388911778111112568179131117510157626811113663711037481828310661812410495131717111110125856763

    Probe 8Set B (brandy, vanilla butternut, almond, strawberry, pistachio)120

    finished

    Run probes when criterion met for both sets within past 5 sessions (including probe days)--but at least two sessions between probes

    V3 2 Ex Probes

    V3 2-Exemplar DataV3 4-Exemplar Data

    ProbesMeanStd devstd errProbesMeanStd devstd err

    Positive0.480.380.14Positive0.850.460.16

    Negative0.260.160.06Negative0.450.150.05

    ProbestdfpProbestdfp

    t-test1.7870.12t-test2.6270.04

    BaselineMeanStd devstd errBaselineMeanStd devstd err

    Positive2.940.390.14Positive2.890.410.14

    Negative0.460.170.06Negative0.740.390.14

    BaselinetdfpBaselinetdfp

    t-test18.717

  • SUMMARY

    • Most rats show above chance MTS or NMTS with novel stimuli after training with as few as 4-8 exemplars—but in some cases 2 exemplars were sufficient

    • Masking studies suggests transfer is based on generalized identity, not change detection or temporal control

  • CONCLUSIONS

    • Findings from our laboratory and others confirm that MET enhances (but perhaps surprisingly) may not always be necessary for, relational responding in non-humans

    • Origins of relational responding remain poorly understood and very difficult to study in humans (although research with non-verbal clients could make a very significant contribution!!!)

    • Research with both animals and humans is needed and can play an important role in the understanding and application of complex stimulus relations

  • THANKS!

    Special thanks to Co-PI Kate Bruce--and wonderful students: Katie Dyer, Genny Guidone, Haily Kelliher, Kelly Lowe, Maddy Mason, Tiffany Phassukan, Jonathan Shaw, T. J. Wagner, Nicole Westrick, & Bobbie Wolff

    Mark Galizio��UNC Wilmington��NCABA�Winston-Salem, NC�February 20, 2019�Where do novel stimulus relations come from? Where do novel stimulus relations come from? Where do novel stimulus relations come from? Stimulus Equivalence: Basic PropertiesStimulus Equivalence: Basic PropertiesStimulus equivalence and the search for symmetryUniquely human?After Sidman & Tailby (1982)ApplicationsWhat happened to the search for emergent relations in non-humans?Two Successes in non-humansUrcuioli (2008)Prichard et al. (2015) Symmetry in Rodents? Replication of Urcuioli (2008)Sea Lions & Multiple exemplar training (Schusterman & Kastak, 1993) �Multiple exemplar trainingHayes & Sanford (2014)Hayes (2016)Generalized MTS and multiple exemplar trainingSlide Number 20Generalized MTS and multiple exemplar trainingGeneralized matching in rodents?Emergent relations in rodentsMultiple exemplar training and generalized identity in ratsSlide Number 25Slide Number 26Prichard et al (2015)Prichard et al. (2015) Exp 2Training Criterion Identity Probe Design �Slide Number 31Slide Number 32Slide Number 33Slide Number 34Summary/Follow-upAre two exemplars enough for rats?Are two Exemplars enough For rats?Are four exemplars enough?four are enough!Four are (more or less) enough……Four are (more or less) enough……Are Rats that smart?Identity or stimulus change?Identity or stimulus change?Identity or stimulus change? Identity or stimulus change? A BIT OF BOTH?Generalized Identity emerged despite lower response ratesGeneralized Identity emerged despite lower response ratesSet Size expansion in rats with a masking stimulusSlide Number 51Slide Number 52SummaryConclusionsThanks!