{"id":"W2896518345","doi":"10.1111/faf.12324","title":"Ecosystems say good management pays off","year":2018,"lang":"en","type":"article","venue":"Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Environment and Climate Change Canada; Fisheries Research and Development Corporation; Fogarty International Center; Commonwealth Scientific and Industrial Research Organisation","keywords":"Ecosystem; Operationalization; Fisheries management; Ecosystem-based management; Ecosystem management; Environmental resource management; Coastal ecosystem; Ecosystem approach; Fishery; Business; Environmental science; Ecology; Fishing; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001642057,0.0001271985,0.0001300443,0.00002244655,0.0002265964,0.0001242811,0.0001996784,0.00005797489,0.02106933],"category_scores_gemma":[0.00001350972,0.0001091195,0.00002993076,0.0001652616,0.0003682877,0.0002601779,0.0004822651,0.00008595424,0.0003572934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003801031,"about_ca_system_score_gemma":0.000003167417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003142774,"about_ca_topic_score_gemma":0.00182261,"domain_scores_codex":[0.9989172,0.00003227702,0.0001534024,0.0003028619,0.0002551779,0.0003390786],"domain_scores_gemma":[0.9995474,0.0000175778,0.00003129007,0.0002660052,0.000009255802,0.0001284472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004524927,0.00004528051,0.407818,0.0000466685,0.00002819792,0.00002898267,0.0003920577,1.094546e-7,0.00004169619,0.0005333596,0.3920225,0.1989979],"study_design_scores_gemma":[0.000187208,0.0001526433,0.05675337,0.000003907369,0.000005456375,0.000009564946,0.0002113944,0.0001167063,0.00007606322,0.0003034043,0.9420384,0.0001418887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08557493,0.000009126532,0.00004739405,0.001524238,0.0001525778,0.0001845385,0.00001260866,0.00005235758,0.9124422],"genre_scores_gemma":[0.7994347,0.0009525192,0.001488678,0.004383436,0.000648864,0.0001516587,0.00005799222,0.00005940862,0.1928228],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7196195,"threshold_uncertainty_score":0.9798256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01063389612839399,"score_gpt":0.2118618846935925,"score_spread":0.2012279885651985,"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."}}