{"id":"W3166805572","doi":"10.1111/faf.12579","title":"Considerations for management strategy evaluation for small pelagic fishes","year":2021,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada; University of British Columbia; Memorial University of Newfoundland","funders":"Northwest Fisheries Science Center; Comisión Nacional de Investigación Científica y Tecnológica; Fisheries and Oceans Canada; James S. McDonnell Foundation; Alaska Department of Fish and Game; Massachusetts Department of Fish and Game; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Norges Forskningsråd; Institut de Recherche pour le Développement; Eusko Jaurlaritza; University of Washington; Natural Sciences and Engineering Research Council of Canada; National Oceanic and Atmospheric Administration; Pew Charitable Trusts","keywords":"Pelagic zone; Sardine; Fisheries management; Computer science; Stock assessment; Fishery; Ecology; Environmental resource management; Environmental science; Fish <Actinopterygii>; Fishing; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0518393,0.0008430828,0.0008403383,0.002902008,0.001093084,0.004688511,0.002048498,0.002180147,0.006273921],"category_scores_gemma":[0.144822,0.0003886222,0.0009354192,0.001285888,0.001696207,0.005381851,0.002477544,0.002324801,0.0004974605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005556121,"about_ca_system_score_gemma":0.00855351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01267592,"about_ca_topic_score_gemma":0.01723471,"domain_scores_codex":[0.9760838,0.0164817,0.00178613,0.0006258464,0.004441004,0.0005816465],"domain_scores_gemma":[0.8747089,0.09145533,0.005444554,0.002531318,0.02356075,0.002299086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004361737,0.0004893232,0.03602604,0.002469618,0.0004185622,0.0004840525,0.003404967,0.1767447,0.003134147,0.1139715,0.03959787,0.6228231],"study_design_scores_gemma":[0.0001775313,0.001426928,0.0293168,0.01044844,0.0004231895,0.0003564938,0.0100373,0.4624922,0.006615859,0.3335218,0.14462,0.0005634211],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2468737,0.01814487,0.4379175,0.1552522,0.00150347,0.002031386,0.001743814,0.002233963,0.1342991],"genre_scores_gemma":[0.8072917,0.003270624,0.1803016,0.004142767,0.0002664041,0.000707645,0.0004229125,0.0001554989,0.003440834],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0518393,"threshold_uncertainty_score":0.2741557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07680311789674882,"score_gpt":0.2826125696149558,"score_spread":0.205809451718207,"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."}}