{"id":"W4407674101","doi":"10.1038/d41586-025-00494-5","title":"A sustainable ocean needs thriving ocean societies","year":2025,"lang":"en","type":"article","venue":"Nature","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Thriving; Oceanography; Environmental science; Environmental resource management; Geology; Sociology; Social science","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":[0.001667703,0.0005552568,0.0003199818,0.0008447929,0.003596834,0.00670272,0.0005639499,0.003560436,0.01623459],"category_scores_gemma":[0.002822462,0.0001729681,0.0003305032,0.001295007,0.003375162,0.005226493,0.007257694,0.003225092,0.004427211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001966939,"about_ca_system_score_gemma":0.01070641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004237998,"about_ca_topic_score_gemma":0.01169508,"domain_scores_codex":[0.9992106,0.0001650583,0.00003237668,0.00005298281,0.0002834734,0.0002554095],"domain_scores_gemma":[0.9968184,0.0003026708,0.0002729908,0.0001945157,0.0009947798,0.001416653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005662386,0.000159533,0.008107807,0.0005369537,0.00005223001,0.0006053771,0.002406122,0.0006596717,0.003784374,0.3301375,0.4116502,0.2418436],"study_design_scores_gemma":[0.000005028465,0.00002515017,0.002101902,0.0001981063,0.00001284569,0.000165483,0.003727081,0.0001514311,0.0003478072,0.05826018,0.9349914,0.00001356866],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03764522,0.01867034,0.006906229,0.5294145,0.01599251,0.0000988469,0.0003943407,0.000359866,0.3905182],"genre_scores_gemma":[0.4280584,0.06227117,0.02964573,0.1412549,0.009327605,0.0002708541,0.0008809062,0.0002889468,0.3280014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01623459,"threshold_uncertainty_score":0.05431014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001898349337799152,"score_gpt":0.1994623420641501,"score_spread":0.1975639927263509,"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."}}