{"id":"W4301202238","doi":"10.5194/amt-15-3377-2022","title":"The SPARC Water Vapor Assessment II: assessment of satellite measurements of upper tropospheric humidity","year":2022,"lang":"en","type":"article","venue":"Atmospheric measurement techniques","topic":"Atmospheric Ozone and Climate","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University","funders":"National Aeronautics and Space Administration","keywords":"Hygrometer; Radiosonde; Water vapor; Troposphere; Environmental science; Frost (temperature); Satellite; Atmospheric sciences; Cirrus; Nadir; Tropopause; Humidity; Relative humidity; Cloud cover; Meteorology; Remote sensing; Geology; Geography; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001372291,0.000661456,0.0004991191,0.002330587,0.000308588,0.0007134747,0.0005683378,0.0004064258,0.0008036543],"category_scores_gemma":[0.001138418,0.0001863737,0.0003980749,0.001923122,0.0001634045,0.0007625257,0.0004837167,0.0002191295,0.0006337279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004880858,"about_ca_system_score_gemma":0.0006042945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02879891,"about_ca_topic_score_gemma":0.03452081,"domain_scores_codex":[0.9992336,0.0001587383,0.00003752153,0.0001280052,0.000386035,0.00005605357],"domain_scores_gemma":[0.9989629,0.000145763,0.0001705574,0.0001485618,0.0004912394,0.00008102942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007274323,0.000292668,0.8037703,0.0005385361,0.00121831,0.0002634214,0.0002139988,0.04383792,0.01985742,0.000565383,0.01947865,0.1092361],"study_design_scores_gemma":[0.00008348331,0.0003498249,0.9147766,0.00008497155,0.0001908206,0.0001156258,0.0002008306,0.0535811,0.01581548,0.0001989837,0.01454487,0.00005732703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8986552,0.001514233,0.008367555,0.0001292026,0.0000952079,0.0004540003,0.07080986,0.001493573,0.01848116],"genre_scores_gemma":[0.92343,0.0003789978,0.00773018,0.0001001305,0.00004670156,0.0002070383,0.06550495,0.0001373125,0.002464765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02879891,"threshold_uncertainty_score":0.05726254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03612404456923764,"score_gpt":0.2650271427299152,"score_spread":0.2289030981606776,"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."}}