{"id":"W4200240566","doi":"10.2307/j.ctv1zvccnm.4","title":"DRAMATIS PERSONAE","year":2021,"lang":"en","type":"book-chapter","venue":"Collapse","topic":"Fish biology, ecology, and behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"History","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":[0.0001102254,0.0002735175,0.0003448993,0.00003199402,0.0001339593,0.00002855928,0.0002815742,0.0005758927,0.09252802],"category_scores_gemma":[0.00002716606,0.000266159,0.0001555583,0.0000366031,0.0004231778,0.00004437706,0.0003173954,0.0002911983,0.007304628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002597989,"about_ca_system_score_gemma":0.00003795637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003125522,"about_ca_topic_score_gemma":0.0007641189,"domain_scores_codex":[0.9987658,0.00002287986,0.000220975,0.0005314768,0.0001772889,0.0002815761],"domain_scores_gemma":[0.999304,0.00004853202,0.0001164162,0.0003964507,0.00001268551,0.0001218988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003639839,0.0001963217,0.02059297,0.00006383843,0.0001265557,0.001273612,0.0004076289,0.00001049159,0.005939757,0.01097552,0.9338467,0.02653018],"study_design_scores_gemma":[0.0002006704,0.0001046017,0.03703005,0.00002758881,0.00007540376,0.00005207473,0.00003199458,0.000004573333,0.00004510449,0.0008928949,0.9611381,0.000396894],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01203991,0.0003929792,0.000002145605,0.0004324761,0.0008619447,0.0002877977,0.00008854255,0.00006142462,0.9858328],"genre_scores_gemma":[0.009228227,0.0001842557,0.0003454752,0.0007904269,0.0001623756,0.00001397114,0.00008642638,0.00004244392,0.9891464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08522339,"threshold_uncertainty_score":0.9999791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01906760430600814,"score_gpt":0.2297917180290303,"score_spread":0.2107241137230221,"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."}}