{"id":"W2603567754","doi":"10.1023/a:1021174606377","title":"Reminiscing briefly about Environmental Biology of Fishes (1976–2002)","year":2002,"lang":"en","type":"article","venue":"Environmental Biology of Fishes","topic":"Aquatic Ecosystems and Biodiversity","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Commit; Government (linguistics); Publication; Publishing; Mainstream; Law; Political science; History; Sociology; Philosophy; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002902198,0.0003416622,0.0005683866,0.00006187036,0.0001920119,0.000006775734,0.0005440071,0.0003354714,0.02998324],"category_scores_gemma":[0.00002867803,0.0003090232,0.0002138434,0.00009272798,0.0020575,0.0001882972,0.0005971219,0.0001999641,0.001200023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001771225,"about_ca_system_score_gemma":0.000002961787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000401996,"about_ca_topic_score_gemma":0.00003628933,"domain_scores_codex":[0.9977521,0.0001672478,0.0006780916,0.0006619188,0.0002300108,0.0005106623],"domain_scores_gemma":[0.998746,0.0001525018,0.0004799211,0.000474069,0.000001178505,0.0001463452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002250762,0.0003352714,0.8148276,0.00001296023,0.0000581172,0.000005402514,0.0005827767,0.00001307501,0.1703711,0.00001731959,0.004442783,0.009311064],"study_design_scores_gemma":[0.00160172,0.001411575,0.8241739,0.00005078584,0.000117479,0.00005502546,0.00120989,0.0005084133,0.1034127,0.0003322391,0.06621797,0.0009083176],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881078,0.0007304276,0.00004887771,0.0002223177,0.000194969,0.0002845104,0.000495703,0.00002522554,0.009890163],"genre_scores_gemma":[0.9970253,0.0006902685,0.0009953111,0.0001740652,0.00005255358,0.000008615265,0.0000823671,0.00001723281,0.0009542557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06695847,"threshold_uncertainty_score":0.9999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01394093050990141,"score_gpt":0.1901799780935531,"score_spread":0.1762390475836517,"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."}}