{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002675125,0.0001037412,0.0001190417,0.0000158126,0.0002999852,0.0002159781,0.00006138828,0.00005534396,0.00771453],"category_scores_gemma":[0.0001992139,0.0001037497,0.00004962508,0.00008442898,0.0001210577,0.0001935448,0.0001233466,0.00005049612,0.000005512773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003627045,"about_ca_system_score_gemma":0.00002764731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004419215,"about_ca_topic_score_gemma":0.001682569,"domain_scores_codex":[0.999076,0.00003651667,0.0001608469,0.0003095574,0.0001736251,0.0002434283],"domain_scores_gemma":[0.9994999,0.0001664304,0.00003114339,0.0001695088,0.00006151527,0.00007150866],"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":[0.0001528993,0.0002025858,0.06647442,0.0003416156,0.0001303625,0.00002156954,0.0008557467,0.0001014483,0.0002897488,0.006501254,0.5387335,0.3861949],"study_design_scores_gemma":[0.001399571,0.0002570503,0.04893706,0.000006791507,0.00008135597,0.00001704122,0.001455672,0.005601374,0.0005177476,0.0491473,0.8922691,0.0003099224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1224302,0.00005916421,0.00420738,0.01415566,0.0002757757,0.002732818,0.0002516331,0.00007888796,0.8558085],"genre_scores_gemma":[0.7889785,0.0007955126,0.07666878,0.009475976,0.0005301975,0.005836052,0.001561445,0.0001155603,0.116038],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7397705,"threshold_uncertainty_score":0.9931926,"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."}}