{"id":"W4386878490","doi":"10.1111/cobi.14156","title":"Effects of management objectives and rules on marine conservation outcomes","year":2023,"lang":"en","type":"article","venue":"Conservation Biology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Brock University; University of Victoria","funders":"Australian Research Council; Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada; Science for Nature and People Partnership; Bloomberg Philanthropies; Wildlife Conservation Society; Agence Nationale de la Recherche; John D. and Catherine T. MacArthur Foundation","keywords":"Marine protected area; Environmental resource management; Coral reef; Sustainable management; Fishing; Ecosystem-based management; Biomass (ecology); Biodiversity; Geography; Corporate governance; Fisheries management; Fishery; Business; Environmental planning; Ecology; Sustainability; Environmental science; Ecosystem; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.008065764,0.0003250706,0.000361755,0.001276259,0.0005077072,0.001815831,0.0006451649,0.0003919407,0.001594214],"category_scores_gemma":[0.02662498,0.0001580298,0.0004531054,0.001119583,0.001363497,0.001003848,0.001516594,0.0006243971,0.00007983211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007676464,"about_ca_system_score_gemma":0.0005621023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003586408,"about_ca_topic_score_gemma":0.008658987,"domain_scores_codex":[0.992585,0.004165376,0.0005662985,0.0008556726,0.001206693,0.0006208923],"domain_scores_gemma":[0.9558476,0.02349635,0.01577367,0.00178109,0.00141632,0.001684968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00026469,0.0002177081,0.9865668,0.00003745963,0.0003280753,0.00006904833,0.000169441,0.001758614,0.0004167591,0.0004567541,0.0001169488,0.009597617],"study_design_scores_gemma":[0.000007255139,0.0002174957,0.9974055,0.00001507777,0.00005270026,0.00002129809,0.0003379455,0.001238765,0.0001331387,0.0002864827,0.0002774658,0.000006881742],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966731,0.0001888408,0.0003541761,0.00007381484,0.000007756468,0.00002832481,0.0001224447,0.000005110682,0.002546409],"genre_scores_gemma":[0.9993834,0.00004899363,0.0002652607,0.00002448508,0.000003962851,0.00002711156,0.00009882518,0.000002609538,0.0001453416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008065764,"threshold_uncertainty_score":0.0426563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01123932791366567,"score_gpt":0.2364507939738918,"score_spread":0.2252114660602262,"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."}}