{"id":"W3194626089","doi":"10.1002/fsh.10668","title":"Climate Change Effects on North American Fish and Fisheries to Inform Adaptation Strategies","year":2021,"lang":"en","type":"article","venue":"Fisheries","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"U.S. Geological Survey; U.S. Fish and Wildlife Service; University of Missouri","keywords":"Fishery; Adaptation (eye); Fish <Actinopterygii>; Climate change; Geography; Ecology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005441343,0.0001507984,0.0001775038,0.00002431629,0.0003426867,0.00009871549,0.00008028416,0.00002564327,0.0002964678],"category_scores_gemma":[0.00006738988,0.0001444877,0.00002197673,0.0003184302,0.0002382896,0.0005777439,0.0003168054,0.00007192282,0.0001195913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003552758,"about_ca_system_score_gemma":0.000004196036,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001490511,"about_ca_topic_score_gemma":0.06397748,"domain_scores_codex":[0.9991576,0.00003121355,0.0001176111,0.0002667939,0.0001419942,0.0002847901],"domain_scores_gemma":[0.9996443,0.0000793426,0.00005342297,0.0001525097,0.0000102071,0.00006026615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000766057,0.00004576751,0.8371617,0.0000878924,0.00003394976,0.00005002968,0.007212793,0.00005890482,0.00001132136,0.0003891895,0.07852446,0.0763474],"study_design_scores_gemma":[0.0001159951,0.0003197195,0.919645,0.00001118243,0.00001321976,0.000001359269,0.002840719,0.00002357299,0.00009315531,0.0001022091,0.07667548,0.0001583597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504545,0.000005496498,0.00001904852,0.01186763,0.0001625148,0.0002551913,0.00001579505,0.00008054685,0.03713922],"genre_scores_gemma":[0.9835498,0.0002667386,0.0006075884,0.01458338,0.00005556253,0.0002355156,0.00003017596,0.00001285843,0.0006583821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08248335,"threshold_uncertainty_score":0.9531025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01703057310570942,"score_gpt":0.2178461789845035,"score_spread":0.2008156058787941,"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."}}