{"id":"W3017103204","doi":"10.1126/science.aax9412","title":"Meeting fisheries, ecosystem function, and biodiversity goals in a human-dominated world","year":2020,"lang":"en","type":"article","venue":"Science","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Consortium of International Agricultural Research Centers; Australian Research Council; Université de Montpellier; Deutsche Forschungsgemeinschaft; Royal Society; Total Foundation; Biodiversa+; Agence Nationale de la Recherche; Centre of Excellence for Coral Reef Studies, Australian Research Council; National Science Foundation","keywords":"Coral reef; Biodiversity; Livelihood; Context (archaeology); Reef; Environmental resource management; Fishery; Ecosystem; Ecosystem services; Functional ecology; Function (biology); Fisheries management; Business; Geography; Environmental planning; Ecology; Fishing; Environmental science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003737991,0.00007865252,0.000116394,0.0000424531,0.0003850885,0.00005056251,0.0001929361,0.00001193916,0.0002286339],"category_scores_gemma":[0.00007627626,0.00006888087,0.00001318763,0.001026612,0.000246276,0.0003472741,0.0007073833,0.00006020865,0.0001176327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009135034,"about_ca_system_score_gemma":0.000008392977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007508311,"about_ca_topic_score_gemma":0.007030687,"domain_scores_codex":[0.9990648,0.00002253847,0.0001336389,0.0003554023,0.0002067311,0.0002168714],"domain_scores_gemma":[0.9997392,0.00001828107,0.00004986189,0.00008043157,0.000009767204,0.0001024183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007699171,0.00001143028,0.9853894,0.00001391869,0.000001245934,0.000004248348,0.0004377085,0.00001083027,0.01117018,0.0000363822,0.001976359,0.0009406414],"study_design_scores_gemma":[0.0002462014,0.00006256939,0.9785398,0.00001784788,0.000004368639,0.000001392367,0.000464487,0.0005779256,0.0006947514,0.0001492749,0.01910221,0.0001391449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888312,0.00003284467,0.000008382428,0.00131302,0.00009066905,0.0001301632,0.000003818785,0.00003454879,0.009555352],"genre_scores_gemma":[0.9994007,0.000003984419,0.00004566488,0.0002412939,0.00001372534,0.000004544919,5.184527e-7,0.000001487686,0.000288086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01712585,"threshold_uncertainty_score":0.3923288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016559393018888,"score_gpt":0.1963440445786883,"score_spread":0.1797846515598003,"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."}}