{"id":"W6931275982","doi":"10.5281/zenodo.5226878","title":"Understanding behavioural responses to human-induced rapid environmental change: A meta-analysis","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Numerical Methods and Algorithms","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Boldness; Context (archaeology); Environmental change; Range (aeronautics); Fish <Actinopterygii>; Empirical research; Climate change; Empirical evidence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01574719,0.002549361,0.007326509,0.005424401,0.000767882,0.00318331,0.003231374,0.002316152,0.004441134],"category_scores_gemma":[0.0277885,0.00124564,0.03927527,0.007239899,0.0008723069,0.00195116,0.002260929,0.002371804,0.0004949428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147075,"about_ca_system_score_gemma":0.001707812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01630214,"about_ca_topic_score_gemma":0.02237176,"domain_scores_codex":[0.9899296,0.005961786,0.001260403,0.002047133,0.000454164,0.0003468485],"domain_scores_gemma":[0.9694476,0.0240213,0.002228466,0.002598881,0.001219036,0.0004847565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0008823608,0.00004303066,0.06047742,0.03359987,0.892553,0.0003174756,0.0002225329,0.002578064,0.0007215816,0.0004286468,0.001358844,0.006817218],"study_design_scores_gemma":[0.0001866987,0.0002372405,0.05999385,0.004857027,0.9272984,0.0001774335,0.0002972104,0.002537806,0.0003997885,0.001177523,0.00276767,0.00006937715],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1916766,0.7667923,0.02103746,0.003732694,0.0009310286,0.000430155,0.01284218,0.0007213328,0.00183639],"genre_scores_gemma":[0.9297656,0.05455402,0.009215574,0.001382633,0.0001598422,0.0005307588,0.003747625,0.0002000981,0.0004439277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01630214,"threshold_uncertainty_score":0.08328009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4550697653731782,"score_gpt":0.3515547873607692,"score_spread":0.103514978012409,"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."}}