{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001210998,0.00007721336,0.0001432321,0.00005131577,0.00006125642,0.000003543007,0.00004914275,0.00003064552,0.00004561352],"category_scores_gemma":[0.00008613482,0.00006014631,0.00001981215,0.00014588,0.0001107037,0.00003892856,0.000282053,0.00002563476,0.0001170307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001827184,"about_ca_system_score_gemma":0.000001573337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004903061,"about_ca_topic_score_gemma":0.0002074956,"domain_scores_codex":[0.9994916,0.00005015375,0.0001403255,0.0001671198,0.00005084689,0.00009999258],"domain_scores_gemma":[0.9995248,0.0003026412,0.00007035145,0.00007852772,0.000008456379,0.00001522354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001673615,0.00001985842,0.9761556,0.00005891478,0.00002655515,0.000001639178,0.00005877835,9.681781e-7,0.001779786,0.00647372,0.002104166,0.01330327],"study_design_scores_gemma":[0.0002986453,0.00008713199,0.9869863,0.000009641684,0.000009241851,4.330925e-7,0.00003735819,0.0001551976,0.0005745271,0.005735259,0.006045087,0.00006122729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923244,0.000009785495,0.00003333145,0.002500934,0.0001334976,0.000252802,0.000003414555,0.0000516303,0.004690198],"genre_scores_gemma":[0.9970338,0.0001602618,0.0001733327,0.0006544267,0.000007744811,0.00006033435,0.00002497482,0.000004069534,0.001881049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01324205,"threshold_uncertainty_score":0.2452695,"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."}}