{"id":"W2177482693","doi":"10.1126/science.aac8721","title":"Climate change in the oceans: Human impacts and responses","year":2015,"lang":"en","type":"review","venue":"Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Council for the Exploration of the Sea; North Pacific Marine Science Organization","keywords":"Climate change; Viewpoints; Scholarship; Humanity; Adaptation (eye); Environmental resource management; Environmental ethics; Political science; Environmental planning; Geography; Environmental science; Ecology; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.002742542,0.0001628901,0.0002699601,0.0001048379,0.0001917499,0.0001285538,0.0007880676,0.00002928329,0.00007375792],"category_scores_gemma":[0.00005885662,0.00009054923,0.00003773504,0.0008851848,0.0006784117,0.0002811491,0.005461378,0.0001285307,0.0001470944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357604,"about_ca_system_score_gemma":0.00002388991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002152422,"about_ca_topic_score_gemma":0.0004043502,"domain_scores_codex":[0.9984638,0.00009842589,0.0001749239,0.0003930365,0.000491167,0.0003786557],"domain_scores_gemma":[0.9994343,0.00003766606,0.00008545921,0.0003481618,0.000003613535,0.00009083638],"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":[7.646424e-7,0.00001327508,0.00009688576,0.0002551718,3.790426e-7,0.00001230433,0.0002949642,4.398357e-8,6.368006e-7,0.0002380729,0.0001871886,0.9989003],"study_design_scores_gemma":[0.00004224466,0.00005426517,0.003439821,0.0006753657,0.0000220699,0.00001902744,0.00005905268,0.000003307211,8.62908e-8,0.0006648324,0.9948736,0.0001462987],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004366888,0.9521435,3.125921e-7,0.0001415054,0.00008880219,0.000826346,0.00001096531,0.00001737336,0.04633446],"genre_scores_gemma":[0.001125297,0.9983894,0.00002184321,0.0001694795,0.00002937306,0.00005187821,0.000002093088,0.000006039793,0.0002045599],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.998754,"threshold_uncertainty_score":0.6807218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1140919080871121,"score_gpt":0.3832694317236098,"score_spread":0.2691775236364977,"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."}}