{"id":"W4406156723","doi":"10.1371/journal.pone.0315896","title":"Shared governance increases marine protected area effectiveness","year":2025,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Dalhousie University","funders":"","keywords":"Marine protected area; Corporate governance; Stakeholder; IUCN Red List; Business; Government (linguistics); Marine conservation; Environmental resource management; Biomass (ecology); Fishery; Ecology; Economics; Biology; Political science; Public relations","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003770886,0.0001872597,0.0004552603,0.001119969,0.0008160107,0.002231109,0.0004595978,0.0005728438,0.01590111],"category_scores_gemma":[0.02390067,0.0001362973,0.0003685343,0.001172963,0.00130089,0.002077716,0.004378423,0.0006726736,0.0006020204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009206491,"about_ca_system_score_gemma":0.0007322008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004089376,"about_ca_topic_score_gemma":0.007252722,"domain_scores_codex":[0.9965173,0.00167426,0.0002142354,0.0005541924,0.0004799339,0.0005601356],"domain_scores_gemma":[0.9797366,0.008243637,0.006024566,0.001974796,0.001036857,0.002983429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001513539,0.0003455668,0.9019487,0.0001601294,0.000420582,0.0002296159,0.00161851,0.003298311,0.0005787869,0.01300178,0.004159888,0.0740869],"study_design_scores_gemma":[0.00003416364,0.0001924989,0.9711457,0.0001233911,0.0001079936,0.0001414767,0.002945719,0.002081345,0.0002102317,0.01190858,0.01109619,0.00001264069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9388433,0.0008175178,0.001905746,0.001950053,0.00004689873,0.0000579669,0.0004888829,0.00005424153,0.05583536],"genre_scores_gemma":[0.9984468,0.000136998,0.0003944051,0.00008964906,0.00002052934,0.00001210872,0.0001214546,0.000007679803,0.0007706036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01590111,"threshold_uncertainty_score":0.05319452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01660884406417472,"score_gpt":0.1926578060868296,"score_spread":0.1760489620226549,"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."}}