{"id":"W2096719695","doi":"10.5194/amt-7-731-2014","title":"Validation of FORMOSAT-3/COSMIC level 2 \"atmPrf\" global temperature data in the stratosphere","year":2014,"lang":"en","type":"article","venue":"Atmospheric measurement techniques","topic":"Ionosphere and magnetosphere dynamics","field":"Physics and Astronomy","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"National Science Council; National Oceanic and Atmospheric Administration; Met Office","keywords":"COSMIC cancer database; Radio occultation; Environmental science; Atmosphere (unit); Atmospheric sciences; Stratosphere; Ionosphere; Satellite; Meteorology; Climatology; Physics; Geology; Astrophysics; Astronomy","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.001442856,0.0002978083,0.0003272425,0.000002322645,0.00009968635,0.00008047437,0.001140485,0.0001070266,0.000217174],"category_scores_gemma":[0.00003569933,0.0002235054,0.00009145261,0.0004742998,0.00006818556,0.0003639996,0.00014941,0.0002446439,0.00000827043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008268251,"about_ca_system_score_gemma":0.0001558634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308508,"about_ca_topic_score_gemma":0.0002176463,"domain_scores_codex":[0.9977677,0.0002025535,0.0005342032,0.0004316445,0.0007134649,0.000350378],"domain_scores_gemma":[0.9981759,0.00004253156,0.000263487,0.001258745,0.0002105209,0.00004878871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001300593,0.001624209,0.1868094,0.0002405753,0.0003145665,0.000004212228,0.0006756949,0.0002718247,0.01914378,0.1073434,0.04646104,0.6369812],"study_design_scores_gemma":[0.01002691,0.004332858,0.1833107,0.002003757,0.001328277,0.00004457246,0.01378235,0.03305205,0.2181715,0.3306248,0.1960068,0.007315353],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.671026,0.0005270004,0.2290648,0.0007072807,0.0003812169,0.00250944,0.0002876694,0.0003492169,0.09514735],"genre_scores_gemma":[0.9700144,0.00001034505,0.02929006,0.0001563701,0.0001748762,0.00007497973,0.0001919908,0.00002265696,0.00006435074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6296659,"threshold_uncertainty_score":0.9114285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175617487633848,"score_gpt":0.259441133637584,"score_spread":0.2276849587612455,"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."}}