{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002358509,0.0002102218,0.0001939924,0.000865698,0.002113819,0.002681084,0.0003170551,0.001064962,0.002750697],"category_scores_gemma":[0.003392676,0.0001383634,0.0001097669,0.0008991234,0.002342542,0.002586618,0.002003346,0.0006575869,0.0004767641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001046068,"about_ca_system_score_gemma":0.002831872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01164899,"about_ca_topic_score_gemma":0.04154736,"domain_scores_codex":[0.9993918,0.0002785205,0.00002629293,0.00005030656,0.0001239809,0.0001290517],"domain_scores_gemma":[0.9985332,0.0002270078,0.0003223568,0.00006338267,0.0002538089,0.0006002104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001594259,0.0008358873,0.549054,0.000809164,0.0001720656,0.0008879477,0.0111789,0.002902369,0.002727354,0.1147478,0.04485257,0.2716725],"study_design_scores_gemma":[0.00002071711,0.000352643,0.6841535,0.001102834,0.00007088761,0.0008855523,0.0486941,0.001820241,0.001314123,0.1490216,0.1124903,0.00007350113],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7483434,0.00966123,0.002402649,0.07277764,0.0001337372,0.00004551337,0.0003059827,0.00003868605,0.1662911],"genre_scores_gemma":[0.985387,0.004848015,0.002038836,0.002823042,0.00008460883,0.00002789941,0.0000735842,0.000007513687,0.004709662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01164899,"threshold_uncertainty_score":0.02316236,"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."}}