{"id":"W4412794607","doi":"10.1126/science.adq0174","title":"Governing novel climate interventions in rapidly changing oceans","year":2025,"lang":"en","type":"review","venue":"Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Psychological intervention; Unintended consequences; Pace; Corporate governance; Legitimacy; Climate change; Intervention (counseling); Business; Environmental resource management; Environmental planning; Natural resource economics; Political science; Environmental science; Economics; Ecology; Geography; Politics","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":[0.003195692,0.0009702515,0.001686147,0.001955687,0.0004661792,0.002335072,0.001662475,0.002696292,0.004377656],"category_scores_gemma":[0.006339787,0.0003473521,0.001327491,0.001849693,0.001297147,0.002343492,0.001406141,0.002269885,0.000878342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001551997,"about_ca_system_score_gemma":0.004693826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002313846,"about_ca_topic_score_gemma":0.005174646,"domain_scores_codex":[0.9983441,0.0007538997,0.00019342,0.0001690974,0.0004117087,0.0001279076],"domain_scores_gemma":[0.9970503,0.002252838,0.0003274272,0.00009655505,0.0002218096,0.0000510494],"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":[0.00005561104,0.0001066238,0.0002534908,0.1206901,0.0005494033,0.00017631,0.000351334,0.002305573,0.0009515235,0.04954423,0.01622384,0.8087919],"study_design_scores_gemma":[0.00004184416,0.0001032211,0.0009243399,0.09288687,0.0004824763,0.0003915766,0.0003343242,0.0002930604,0.000700326,0.01545698,0.8883597,0.00002537757],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001796291,0.9966911,0.0003028519,0.0006115568,0.0001572683,0.00002724032,0.00001464022,0.000006459342,0.002009179],"genre_scores_gemma":[0.003165337,0.9953586,0.0004807686,0.00052543,0.0001060812,0.00003676366,0.00002205263,0.000003351185,0.0003015993],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004377656,"threshold_uncertainty_score":0.0169006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03596706934436818,"score_gpt":0.32014142388433,"score_spread":0.2841743545399619,"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."}}