{"id":"W1971496974","doi":"10.1016/j.cosust.2013.11.027","title":"Accurate catches and the sustainability of coral reef fisheries","year":2013,"lang":"en","type":"article","venue":"Current Opinion in Environmental Sustainability","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia; Pew Charitable Trusts","keywords":"Fishery; Coral reef; Reef; Sustainability; Geography; Coral; Marine fisheries; Small Island Developing States; Aquaculture of coral; Oceanography; Fisheries management; Fishing; Ecology; Climate change; Geology; 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":[0.008632874,0.0003887602,0.0006349237,0.001345273,0.0005044018,0.004522803,0.001204915,0.003027639,0.004842507],"category_scores_gemma":[0.0680792,0.0002493243,0.0003145135,0.00212199,0.004302498,0.007600951,0.001669898,0.002390735,0.0006109398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001739734,"about_ca_system_score_gemma":0.001167514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008181294,"about_ca_topic_score_gemma":0.00945999,"domain_scores_codex":[0.9968402,0.0010386,0.0003050316,0.0005960024,0.001001921,0.0002182086],"domain_scores_gemma":[0.9356567,0.03383125,0.01908018,0.002611694,0.007466373,0.001353756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005438746,0.0001740283,0.2988665,0.001495667,0.0007018119,0.0005882981,0.001429566,0.01088534,0.001634559,0.09458108,0.02864718,0.5604522],"study_design_scores_gemma":[0.00005838294,0.000224606,0.492153,0.001859499,0.0004370974,0.00091285,0.006517474,0.01383839,0.001661783,0.4029595,0.07920206,0.0001753601],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.365686,0.2527289,0.01320895,0.3105563,0.003611412,0.00002044114,0.001284321,0.00005181627,0.05285174],"genre_scores_gemma":[0.9202527,0.06949744,0.001296038,0.00335427,0.0035664,0.000009800901,0.0002436054,0.00001990203,0.001759686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008632874,"threshold_uncertainty_score":0.04565549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381726077131354,"score_gpt":0.2523978082264792,"score_spread":0.2385805474551657,"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."}}