{"id":"W4229604084","doi":"10.5194/amtd-6-1311-2013","title":"Validation of middle atmospheric campaign-based water vapour measured by the ground-based microwave radiometer MIAWARA-C","year":2013,"lang":"en","type":"preprint","venue":"","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; UniBern Forschungsstiftung; Canadian Space Agency; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Aeronautics and Space Administration","keywords":"Microwave radiometer; Radiometer; Environmental science; Satellite; Remote sensing; Water vapor; Standard deviation; Altitude (triangle); Microwave; Atmospheric sounding; Meteorology; Atmospheric sciences; Physics; Geology; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001412337,0.0006062551,0.0004064859,0.0007577586,0.0008210764,0.0007997444,0.00108931,0.0008050906,0.0004584057],"category_scores_gemma":[0.00140836,0.0002277315,0.000513539,0.0006887094,0.0003422044,0.0006807298,0.0007064265,0.0005437005,0.0004486474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007332405,"about_ca_system_score_gemma":0.0006990916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03327317,"about_ca_topic_score_gemma":0.04221262,"domain_scores_codex":[0.9986342,0.0001897389,0.00007875638,0.0005330621,0.0004246763,0.0001395564],"domain_scores_gemma":[0.9984441,0.0001748768,0.0002271376,0.000339198,0.0006201732,0.0001945711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002720354,0.001172783,0.4774195,0.0002592398,0.0007046857,0.0003017527,0.0009073797,0.01141449,0.4560876,0.000408345,0.00266208,0.04594178],"study_design_scores_gemma":[0.000242835,0.0009789403,0.8441253,0.00005000703,0.0002247982,0.0001424128,0.0003049255,0.0305229,0.1168759,0.00008188582,0.006366464,0.00008365814],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908444,0.0001898708,0.003986224,0.00004256978,0.00004897696,0.00008209892,0.002816109,0.0003126132,0.001676982],"genre_scores_gemma":[0.9875605,0.00005930548,0.007133378,0.00006066014,0.00001761159,0.0000905666,0.004611404,0.00006886114,0.0003978521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03327317,"threshold_uncertainty_score":0.06615895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573872164804557,"score_gpt":0.2068956408120876,"score_spread":0.181156919164042,"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."}}