{"id":"W4408815620","doi":"10.5194/oos2025-153","title":"Evaluating the effectiveness of Marine Conservation Strategies: challenges for sustainable ocean management ","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Marine protected area; Marine conservation; Environmental resource management; Business; Environmental planning; Fishery; Environmental science; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07380155,0.001279133,0.003691146,0.01241336,0.0014633,0.008179144,0.002198684,0.002595919,0.004327013],"category_scores_gemma":[0.2268288,0.0007040774,0.002737925,0.01380442,0.003298474,0.00867816,0.002961394,0.002164413,0.0004159003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006177572,"about_ca_system_score_gemma":0.02085223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01149855,"about_ca_topic_score_gemma":0.02762794,"domain_scores_codex":[0.9127825,0.0546252,0.0151376,0.003107176,0.01330821,0.001039396],"domain_scores_gemma":[0.593807,0.3502448,0.02727098,0.002881989,0.02382511,0.001970109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002284567,0.0001375931,0.01144501,0.3172699,0.005874879,0.0002008738,0.002992349,0.001404916,0.0003393354,0.01262908,0.009788478,0.6376891],"study_design_scores_gemma":[0.0001671286,0.000766243,0.03137697,0.7588329,0.01450402,0.0003902095,0.02186953,0.001484757,0.0006638956,0.03013548,0.1395816,0.0002273044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007554451,0.9744582,0.001288474,0.01174155,0.0004648239,0.000286387,0.000478158,0.00001356139,0.00371435],"genre_scores_gemma":[0.2019781,0.774514,0.0120092,0.008743068,0.0008360974,0.0009352052,0.0005606653,0.00003097339,0.0003926286],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07380155,"threshold_uncertainty_score":0.3903046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0362347370293622,"score_gpt":0.314227476627392,"score_spread":0.2779927395980298,"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."}}