{"id":"W1670075577","doi":"10.1002/jgrd.50157","title":"The relation between atmospheric humidity and temperature trends for stratospheric water","year":2013,"lang":"en","type":"article","venue":"Journal of Geophysical Research Atmospheres","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada; Canadian Space Agency; Jet Propulsion Laboratory; Goddard Space Flight Center; National Oceanic and Atmospheric Administration; Canon Foundation for Scientific Research; University of Cambridge; Langley Research Center; California Institute of Technology; National Aeronautics and Space Administration","keywords":"Radiosonde; Atmospheric sciences; Stratosphere; Environmental science; Troposphere; Water vapor; Northern Hemisphere; Climatology; Atmospheric temperature; Hygrometer; Occultation; Humidity; Meteorology; Geology; Physics","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":[0.0001797069,0.0002024591,0.0001002442,0.0005006221,0.0001411287,0.000289623,0.0001461535,0.0002025687,0.0009519142],"category_scores_gemma":[0.0006922329,0.00009921591,0.0002651762,0.000526708,0.0001075987,0.0003583341,0.000128387,0.0002044582,0.0002538355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000270149,"about_ca_system_score_gemma":0.0001591014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01065542,"about_ca_topic_score_gemma":0.01520125,"domain_scores_codex":[0.9999329,0.000009925236,0.000004295228,0.00002396865,0.00001495981,0.00001389289],"domain_scores_gemma":[0.9996878,0.0001299584,0.0000860693,0.00003084843,0.00004273049,0.00002260974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001218409,0.00004206881,0.9547296,0.00004875676,0.0002469064,0.00007724337,0.0001116023,0.02003545,0.01172329,0.0007958123,0.0006884496,0.01137905],"study_design_scores_gemma":[0.000005279971,0.00005266647,0.9602797,0.000005248909,0.00004131741,0.00006143117,0.00005762812,0.03498664,0.003296779,0.0003387004,0.000863468,0.00001116467],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962828,0.0002501226,0.0007558548,0.00008214649,0.000009532246,0.000002954743,0.001262208,0.00004408342,0.001310344],"genre_scores_gemma":[0.9985896,0.00007214195,0.0002392706,0.000005887507,0.000008216025,0.000002103538,0.000912376,0.000008417418,0.0001619604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01065542,"threshold_uncertainty_score":0.02118677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831573120797599,"score_gpt":0.2906158716681439,"score_spread":0.2623001404601679,"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."}}