{"id":"W2051899641","doi":"10.5194/acp-15-6721-2015","title":"The POLARCAT Model Intercomparison Project (POLMIP): overview and evaluation with observations","year":2015,"lang":"en","type":"article","venue":"Atmospheric chemistry and physics","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":104,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Climate Program Office; Natural Environment Research Council; Science Mission Directorate; Goddard Space Flight Center; Office of Science; Grand Équipement National De Calcul Intensif; Centre National de la Recherche Scientifique; U.S. Department of Energy; California Institute of Technology; European Commission; National Oceanic and Atmospheric Administration; Sight Research UK; Agence Nationale de la Recherche; Naturvårdsverket; National Aeronautics and Space Administration; Bundesministerium für Verkehr, Innovation und Technologie; Centre National d’Etudes Spatiales; National Center for Atmospheric Research; National Science Foundation","keywords":"Environmental science; Atmospheric sciences; Chemical transport model; Climatology; Ozone depletion; Arctic; Meteorology; Ozone; Stratosphere; Geography; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002460224,0.0001719719,0.0001473022,4.280881e-8,0.0002836389,0.0001271713,0.0001319527,0.00005475092,0.00005793886],"category_scores_gemma":[0.00002596616,0.0001126643,0.00002403043,0.0001821506,0.0001838178,0.0002175187,0.00001900857,0.0001500202,0.000003599504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000010644,"about_ca_system_score_gemma":0.0001886863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003784379,"about_ca_topic_score_gemma":0.00007697551,"domain_scores_codex":[0.9990844,0.00002871303,0.0001512233,0.000259041,0.0002714615,0.0002052292],"domain_scores_gemma":[0.999389,0.00008971732,0.00008371216,0.0002170752,0.00009330129,0.0001272184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003351863,0.0001110828,0.2188293,0.0003092801,0.0001779506,0.000004860132,0.002422834,0.05679238,0.00138471,0.0002206445,0.003609614,0.7158022],"study_design_scores_gemma":[0.0005727089,0.00005181385,0.009939766,0.00004412497,0.00007533364,0.00002345207,0.0007710729,0.980287,0.000668022,0.002705372,0.004599059,0.0002622998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98826,0.003651793,0.001176228,0.0002442896,0.00002570501,0.0002038635,0.00001726475,0.00003424965,0.006386643],"genre_scores_gemma":[0.9872162,0.0003804024,0.01068119,0.0001040846,0.00013979,0.00001074474,0.0001019963,0.000006370457,0.001359203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9234946,"threshold_uncertainty_score":0.4594316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07347425433175529,"score_gpt":0.2732206312697906,"score_spread":0.1997463769380353,"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."}}