{"id":"W4408816546","doi":"10.5194/oos2025-588","title":"Marine protected areas and marine spatial planning: allocation of resource use and environmental protection for  a sustainable and resilient future.","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 spatial planning; Environmental planning; Environmental resource management; Resource (disambiguation); Marine conservation; Business; Geography; Environmental science; Computer science; Ecology","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":[0.00206618,0.0008545825,0.0004375302,0.002561704,0.001550699,0.005614798,0.0009886803,0.001869,0.01234945],"category_scores_gemma":[0.005717828,0.0005248402,0.0003465282,0.005880366,0.006566856,0.006154581,0.005290628,0.002764026,0.001013364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005127698,"about_ca_system_score_gemma":0.00664109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04895562,"about_ca_topic_score_gemma":0.08466253,"domain_scores_codex":[0.9988507,0.0006277335,0.0000621701,0.0001015031,0.0002505519,0.0001074174],"domain_scores_gemma":[0.9972497,0.001202198,0.0004496703,0.0001396349,0.0004573284,0.0005013943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002371997,0.00004780356,0.006273355,0.0006611821,0.00006369284,0.0001533079,0.001997382,0.006312138,0.0001514943,0.537016,0.1328579,0.3144419],"study_design_scores_gemma":[0.000007552061,0.00004871727,0.01301002,0.00306918,0.00003968819,0.0002881284,0.008985396,0.005278103,0.0001632679,0.3266539,0.6423957,0.00006042257],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0144927,0.4055517,0.04069359,0.2310265,0.003149512,0.0001467847,0.001797235,0.0002740481,0.3028679],"genre_scores_gemma":[0.4752795,0.4446009,0.02768487,0.005930281,0.002675273,0.0003067954,0.001328115,0.0001809896,0.04201318],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04895562,"threshold_uncertainty_score":0.09734136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008432929356650977,"score_gpt":0.2009305201050003,"score_spread":0.1924975907483493,"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."}}