{"id":"W4394772358","doi":"10.5376/ijms.2024.14.0011","title":"Climate Change, Ocean Pollution, and Acidification: The Application of Integrated Management Strategies within the Framework of the United Nations Decade of Ocean Science","year":2024,"lang":"en","type":"article","venue":"International Journal of Marine Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ocean acidification; Climate change; Context (archaeology); Environmental resource management; Environmental planning; Business; Sustainable development; Environmental science; Political science; Oceanography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001960845,0.00008340532,0.00008325492,0.0005115934,0.0002207887,0.0001197442,0.001662001,0.0000149445,0.0000328419],"category_scores_gemma":[0.0001715894,0.00004158532,0.0000482742,0.003906816,0.002338048,0.000540453,0.003246787,0.000154977,0.000001316886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039874,"about_ca_system_score_gemma":0.00007935083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000355117,"about_ca_topic_score_gemma":0.00006889318,"domain_scores_codex":[0.9980382,0.00003700527,0.0004439142,0.0001707471,0.001191513,0.0001185731],"domain_scores_gemma":[0.9988807,0.00008324477,0.000461458,0.0002488618,0.0002901065,0.00003562333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003661217,0.0001010025,0.01015419,0.00003870374,0.00004362813,0.000001700247,0.001878102,0.005513208,0.006662528,0.8806459,0.0001066067,0.0948178],"study_design_scores_gemma":[0.0003411321,0.0001689615,0.779242,0.0005028461,0.0001275068,0.0001006574,0.008666435,0.03503578,0.01414085,0.1551407,0.006328092,0.0002050851],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511434,0.00006211861,0.0107608,0.01833293,0.0009854623,0.0006099986,0.0000268683,0.00001579341,0.01806265],"genre_scores_gemma":[0.9981874,0.0002281419,0.001377665,0.0001052924,0.00003287254,0.00000313169,0.00000121768,0.000003413958,0.00006085361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7690878,"threshold_uncertainty_score":0.8614637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011648842176058,"score_gpt":0.272410058521872,"score_spread":0.260761216345814,"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."}}