{"id":"W2337444677","doi":"10.1017/cbo9781139019842.013","title":"Atmospheric protection and climate change","year":2012,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Maritime Transport Emissions and Efficiency","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Treaty; Atmosphere (unit); Environmental protection; Environmental science; International law; Ozone layer; Environmental law; Climate change; Pollutant; United Nations Convention on the Law of the Sea; Montreal Protocol; Environmental planning; Law; Political science; Ozone; Geography; Meteorology; Chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008552385,0.0002388066,0.0001925712,0.0000132479,0.0002557589,0.00001539758,0.0001662739,0.0002367183,0.0002599641],"category_scores_gemma":[0.00000100283,0.0002553964,0.0000740587,0.000008376117,0.0002392025,0.0001294946,0.0002782448,0.0002499294,0.00007162571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001204967,"about_ca_system_score_gemma":0.000005276167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004826872,"about_ca_topic_score_gemma":0.000005056352,"domain_scores_codex":[0.9990375,0.00001317424,0.0001046123,0.0003657197,0.0001800425,0.0002989211],"domain_scores_gemma":[0.9994231,0.000007430479,0.0001002752,0.0002547694,0.000008051931,0.0002063903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002926378,0.0001132328,0.001622005,0.0005351981,0.00009226789,0.0003784356,0.0005301035,0.0000128433,0.0005199135,0.6059633,0.01058314,0.3793569],"study_design_scores_gemma":[0.00019121,0.00003998228,0.001894984,0.00007252295,0.00009635608,0.00001621211,0.000008343776,0.000202903,0.00002434168,0.00000212272,0.9971198,0.0003312069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001234974,0.0001615747,0.0001212158,0.00001150318,0.00008124753,0.0005216768,0.00005343114,0.00008456902,0.9977298],"genre_scores_gemma":[0.009925491,0.0005138738,0.0001764493,0.00003340308,0.00007427151,0.000002642083,0.00001338769,0.0000303624,0.9892301],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9865367,"threshold_uncertainty_score":0.9999898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02161772372461971,"score_gpt":0.1756510510808443,"score_spread":0.1540333273562246,"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."}}