{"id":"W4416181246","doi":"10.1086/738782","title":": <i>Behavioural Responses to a Changing World: Challenges and Applications</i>","year":2025,"lang":"en","type":"article","venue":"The Quarterly Review of Biology","topic":"Social Representations and Identity","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Variety (cybernetics); Key (lock); Index (typography)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005257691,0.00006936058,0.0002200143,0.0002070156,0.0000797597,0.000004965316,0.0001728304,0.00003227702,0.00007955117],"category_scores_gemma":[0.00002427193,0.00004899282,0.00005326666,0.0004786973,0.0001077464,0.00001716881,0.00003037981,0.00006187408,0.00004747683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008090322,"about_ca_system_score_gemma":0.00001400782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008892791,"about_ca_topic_score_gemma":0.00007674039,"domain_scores_codex":[0.9990929,0.0003322212,0.000230306,0.0001710572,0.00003131769,0.000142248],"domain_scores_gemma":[0.9992517,0.0002590586,0.0000791885,0.0003321477,0.00005470235,0.00002325994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002243738,0.00003513,0.001880106,0.0002735477,0.00003893845,2.870663e-7,0.001817907,2.150591e-9,0.0001054197,0.2038442,0.001153599,0.7908285],"study_design_scores_gemma":[0.000695851,0.0007412245,0.3214079,0.002223019,0.000360057,0.00002004599,0.01246524,8.550041e-7,0.00004397722,0.03843863,0.6232567,0.000346582],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09765548,0.8294629,0.001315602,0.0233596,0.0005866699,0.002195928,0.000031998,0.00006205922,0.04532973],"genre_scores_gemma":[0.9486148,0.03729082,0.0001229115,0.003899255,0.0001357557,0.001234084,0.000009922533,0.000009902413,0.008682518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8509594,"threshold_uncertainty_score":0.1997869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05043048089212794,"score_gpt":0.4051763240295984,"score_spread":0.3547458431374705,"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."}}