{"id":"W4362730603","doi":"10.3819/ccbr.2023.180004","title":"ManyDogs Project: A Big Team Science Approach to Investigating Canine Behavior and Cognition","year":2023,"lang":"en","type":"article","venue":"Comparative Cognition & Behavior Reviews","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Austrian Science Fund; City University of New York; National Science Foundation","keywords":"Comparative cognition; Animal behavior; Animal cognition; Cognition; Psychology; Cognitive science; Behavioural sciences; Cognitive psychology; Neuroscience; Biology; Zoology; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001072197,0.0002672249,0.0003694141,0.0003225621,0.0003615609,0.0001400411,0.0002931562,0.0001117819,0.00001126076],"category_scores_gemma":[0.0005014951,0.0002281554,0.00008271632,0.001084409,0.0007950365,0.00002010107,0.0003664813,0.0001964165,0.000186652],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002986132,"about_ca_system_score_gemma":0.0002388337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001511674,"about_ca_topic_score_gemma":0.00002629249,"domain_scores_codex":[0.9977154,0.0001342627,0.0005627859,0.0005872487,0.0004963904,0.0005039805],"domain_scores_gemma":[0.9986429,0.00001936606,0.0001686774,0.0002934361,0.0004886473,0.0003870368],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003169724,0.0004300428,0.002763391,0.0002818544,0.00001731942,0.000003114508,0.001309367,0.000001020378,0.880814,0.00003889388,0.01308292,0.1012264],"study_design_scores_gemma":[0.004893814,0.004692465,0.1882695,0.001405394,0.001081258,0.0002799272,0.01013507,0.00154714,0.5559404,0.0001792667,0.2283422,0.003233525],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886172,0.0007590807,0.0006314877,0.00006213942,0.0001654148,0.003615577,0.0001314424,0.00005200044,0.005965687],"genre_scores_gemma":[0.9894378,0.001784751,0.004088781,0.0004164697,0.0002062266,0.002309796,0.001229293,0.00002186056,0.000505032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3248737,"threshold_uncertainty_score":0.9303906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.206822796248681,"score_gpt":0.4093317612114384,"score_spread":0.2025089649627574,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}