{"id":"W4236298034","doi":"10.5194/acpd-12-17001-2012","title":"Montreal Protocol benefits simulated with CCM SOCOL","year":2012,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Montreal Protocol; Ozone layer; Environmental science; Ozone; Ozone depletion; Cloud cover; Stratosphere; Atmospheric sciences; Atmosphere (unit); Bromine; Climatology; Meteorology; Chemistry; Geography; Cloud computing; Political science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005842046,0.0009885305,0.0006394035,0.0005689971,0.0006906356,0.00118905,0.001833136,0.001276746,0.01659398],"category_scores_gemma":[0.002270565,0.0004338287,0.0009983263,0.001297457,0.0004991714,0.0008066592,0.0006303768,0.001390789,0.00161706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002262432,"about_ca_system_score_gemma":0.003037949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2125844,"about_ca_topic_score_gemma":0.1610433,"domain_scores_codex":[0.9996705,0.00009380507,0.00001406097,0.00006625931,0.00006822577,0.00008708784],"domain_scores_gemma":[0.9989972,0.0002975125,0.00007761135,0.0001406414,0.0003480052,0.0001390438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002620764,0.0001147424,0.008520963,0.000122325,0.0001031284,0.0001571302,0.00004324696,0.9646304,0.0009274732,0.003082949,0.01786349,0.004172028],"study_design_scores_gemma":[0.0002983341,0.00006287009,0.006291056,0.0000230315,0.00005433088,0.00002226203,0.00008079103,0.9751313,0.00146775,0.001573743,0.01492989,0.00006457484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6777192,0.0005081556,0.0237042,0.002762864,0.0007644776,0.0004887303,0.1333109,0.008485194,0.1522563],"genre_scores_gemma":[0.960205,0.0001359526,0.01044117,0.0002627292,0.00005590238,0.0002932032,0.02286386,0.0007081649,0.005034017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2125844,"threshold_uncertainty_score":0.422694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02020354568244504,"score_gpt":0.2408981940431522,"score_spread":0.2206946483607072,"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."}}