{"id":"W4393032646","doi":"10.3819/ccbr.2024.190009","title":"The Future Is Computational Comparative Cognition","year":2024,"lang":"en","type":"article","venue":"Comparative Cognition & Behavior Reviews","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Comparative cognition; Animal cognition; Cognition; Cognitive science; Psychology; Animal behavior; Comparative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01318593,0.0006446344,0.001181483,0.002442383,0.001615676,0.006769924,0.002423255,0.003144942,0.01177546],"category_scores_gemma":[0.02100887,0.0003499774,0.001150795,0.002182047,0.01380709,0.02433197,0.003199255,0.005095023,0.002066972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003636382,"about_ca_system_score_gemma":0.00384148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00237323,"about_ca_topic_score_gemma":0.00178045,"domain_scores_codex":[0.9946026,0.003174558,0.0002027948,0.0008841706,0.0009272531,0.0002086177],"domain_scores_gemma":[0.9747942,0.01741753,0.0006433542,0.003855516,0.002402433,0.0008870662],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002783368,0.00002052989,0.0006213899,0.0003991649,0.00005997867,0.00002439608,0.0005425703,0.0006805625,0.0001645761,0.9074485,0.02268236,0.06732804],"study_design_scores_gemma":[0.000005595481,0.000008566725,0.0003247905,0.0001454316,0.000009181775,0.00003310381,0.0002404753,0.0008096357,0.00005161466,0.8516609,0.146698,0.00001282477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009326996,0.1988996,0.1971233,0.4960256,0.005307507,0.00006153154,0.0006578907,0.000834859,0.09176278],"genre_scores_gemma":[0.4364061,0.161386,0.2890725,0.06631946,0.01832272,0.0005027637,0.002035592,0.001034862,0.02492008],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9868141,"threshold_uncertainty_score":0.06973469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094031441210551,"score_gpt":0.4043020969445772,"score_spread":0.2948989528235221,"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."}}