{"id":"W4393120942","doi":"10.3819/ccbr.2024.190003","title":"Comparative Cognition: Insights from Miniature Brains","year":2024,"lang":"en","type":"article","venue":"Comparative Cognition & Behavior Reviews","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Marsden Fund; Royal Society Te Apārangi; Royal Society","keywords":"Comparative cognition; Animal behavior; Animal cognition; Comparative psychology; Cognition; Cognitive science; Psychology; Cognitive psychology; Neuroscience; Biology; Zoology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001888251,0.0005972672,0.0008506959,0.0003868795,0.000636481,0.000588592,0.000376662,0.000146616,0.00220629],"category_scores_gemma":[0.0002874772,0.0005112897,0.0003518688,0.001802188,0.000585427,0.001172093,0.00008856264,0.0007627535,0.008840044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001011486,"about_ca_system_score_gemma":0.00019537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004492168,"about_ca_topic_score_gemma":0.0000257888,"domain_scores_codex":[0.9954325,0.001128892,0.0008734095,0.001516739,0.0006236956,0.0004247532],"domain_scores_gemma":[0.9978306,0.0007802632,0.0003201461,0.0003970861,0.000352529,0.0003193943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001002324,0.00125907,0.00005929891,0.00009149832,0.00002507615,0.0001223216,0.006470392,9.810351e-7,0.9365163,0.005481058,0.03523666,0.01463715],"study_design_scores_gemma":[0.000804387,0.0003332061,0.005989635,0.0009809021,0.0005694295,0.00009120926,0.001263195,0.0002932986,0.3456746,0.003152461,0.639857,0.0009907304],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8634417,0.01932432,0.005415781,0.0009746855,0.0104274,0.007304892,0.00143302,0.00128792,0.09039026],"genre_scores_gemma":[0.9897981,0.00144769,0.0001650943,0.003645441,0.0005762597,0.001584363,0.0005402362,0.0000361289,0.002206672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6046203,"threshold_uncertainty_score":0.9997339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.217303242243035,"score_gpt":0.4020168043950655,"score_spread":0.1847135621520306,"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."}}