{"id":"W1995798918","doi":"10.5194/amt-7-3971-2014","title":"Validation of MIPAS IMK/IAA V5R_O3_224 ozone profiles","year":2014,"lang":"en","type":"article","venue":"Atmospheric measurement techniques","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Saskatchewan","funders":"Iran Telecommunication Research Center; Tekes; Japan Aerospace Exploration Agency; Centre National d’Etudes Spatiales; National Aeronautics and Space Administration; European Space Agency; National Institute of Information and Communications Technology; Canadian Space Agency; Jet Propulsion Laboratory; Deutsche Forschungsgemeinschaft","keywords":"Occultation; SCIAMACHY; Stratosphere; Environmental science; Atmospheric sounding; Troposphere; Atmospheric sciences; Depth sounding; Ozone; Satellite; Nadir; Remote sensing; Meteorology; Geology; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001384625,0.0002552378,0.0003670062,0.000004679881,0.0001297993,0.00004200651,0.0003354421,0.0001217742,0.002200922],"category_scores_gemma":[0.0001363121,0.0002107583,0.0001149619,0.0003771122,0.0001115679,0.0002554075,0.00002109308,0.0001303619,0.0001222373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001950663,"about_ca_system_score_gemma":0.00006601829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001300745,"about_ca_topic_score_gemma":0.0001089458,"domain_scores_codex":[0.9976421,0.0001756956,0.0005318545,0.0003668347,0.0009006689,0.0003828435],"domain_scores_gemma":[0.9988256,0.0000594628,0.0003119588,0.000434981,0.0002505952,0.0001174784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001072805,0.0001818075,0.4906254,0.0002472711,0.0001179284,0.000004244358,0.0003022716,0.0002834916,0.01404626,0.0006346789,0.007032018,0.4864174],"study_design_scores_gemma":[0.001102111,0.002807271,0.2832875,0.00051922,0.0002959556,0.00002852724,0.0005662949,0.01146228,0.5893528,0.00865206,0.1001444,0.001781492],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8534008,0.001202422,0.05314932,0.0004322971,0.0004516293,0.001206538,0.00002003684,0.001007199,0.08912974],"genre_scores_gemma":[0.9220803,0.0001407071,0.07722587,0.0001739663,0.0001264016,0.0000170124,0.00003529318,0.00001272627,0.0001877606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5753066,"threshold_uncertainty_score":0.9987112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02115782440906369,"score_gpt":0.2181755735325201,"score_spread":0.1970177491234564,"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."}}