{"id":"W4360608896","doi":"10.1175/bams-d-21-0197.1","title":"WiFEX: Walk into the Warm Fog over Indo-Gangetic Plain Region","year":2023,"lang":"en","type":"article","venue":"Bulletin of the American Meteorological Society","topic":"Atmospheric aerosols and clouds","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"Indian Institute of Science Education and Research Mohali; Indian Institute of Technology Madras; Ministry of Earth Sciences; Indian Institute of Science","keywords":"Weather Research and Forecasting Model; Aerosol; Meteorology; Environmental science; Predictability; Radiative transfer; Atmospheric sciences; Geography; Geology; 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":[0.00010944,0.0001403948,0.00008907065,0.0003235833,0.001342204,0.0004491658,0.0002507174,0.0002699608,0.001882869],"category_scores_gemma":[0.0001172119,0.00006898513,0.00009612056,0.000298287,0.0003055971,0.0002727916,0.0006550089,0.0002376883,0.0001817474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003786549,"about_ca_system_score_gemma":0.0004437302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04269727,"about_ca_topic_score_gemma":0.1116923,"domain_scores_codex":[0.9999661,0.000008647363,6.995989e-7,0.000006369918,0.000005819279,0.00001232844],"domain_scores_gemma":[0.9999496,0.000007909982,0.000005831493,0.000005236677,0.000008428834,0.00002300919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000825786,0.0007609681,0.7811868,0.0004524399,0.000120729,0.02103583,0.0333502,0.006991002,0.02870311,0.001873105,0.02201165,0.1026885],"study_design_scores_gemma":[0.00002361404,0.0002276518,0.9363544,0.00005876736,0.00002312032,0.000638434,0.0308953,0.003280752,0.001759792,0.0004266225,0.02628212,0.00002940864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994504,0.00006578875,0.0001747994,0.00026066,0.00001466237,0.000035018,0.0005969949,0.00004166346,0.004306436],"genre_scores_gemma":[0.9953455,0.00008904783,0.0008056099,0.00009057477,0.00001192399,0.00002578258,0.0005032165,0.000009750268,0.003118614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04269727,"threshold_uncertainty_score":0.08489752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009691512686644964,"score_gpt":0.2239126176330708,"score_spread":0.2142211049464258,"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."}}