{"id":"W3198736574","doi":"10.1111/jfb.14902","title":"Why do fish reach first maturity when they do?","year":2021,"lang":"en","type":"article","venue":"Journal of Fish Biology","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"","keywords":"Fish <Actinopterygii>; Fishery; Biology","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":[0.0009360028,0.0001650094,0.0003202375,0.0002867302,0.0004649537,0.001166305,0.0003853392,0.00145316,0.006831175],"category_scores_gemma":[0.008179546,0.0002182431,0.0002086588,0.0002285873,0.0009442466,0.001657155,0.0005529159,0.001144875,0.003212475],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004541659,"about_ca_system_score_gemma":0.0005562895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003542763,"about_ca_topic_score_gemma":0.007649804,"domain_scores_codex":[0.9996206,0.00005279267,0.00001913782,0.00008604373,0.00009673474,0.0001246156],"domain_scores_gemma":[0.9973737,0.0005903514,0.0006784828,0.00009868976,0.0005893535,0.000669347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001163672,0.0001996256,0.6596687,0.001018278,0.0002435146,0.0009317686,0.003077164,0.0005561478,0.02780733,0.01011779,0.03677941,0.2584367],"study_design_scores_gemma":[0.00005304545,0.0003818582,0.9290752,0.0006596204,0.000113599,0.001270946,0.006482022,0.0004834634,0.004794826,0.009817683,0.04681045,0.00005723134],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8935018,0.01242745,0.003927497,0.03398072,0.001777528,0.00004040519,0.0007725783,0.0001477056,0.05342437],"genre_scores_gemma":[0.9805274,0.003484029,0.001316611,0.00333312,0.0003225371,0.00002638459,0.0002379421,0.00005908147,0.01069288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006831175,"threshold_uncertainty_score":0.02285254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01748435311099225,"score_gpt":0.256142053738633,"score_spread":0.2386577006276407,"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."}}