{"id":"W2996916820","doi":"","title":"Over a Quarter Century of Aircraft Icing Diagnosis and Forecasts (Invited Presentation)","year":2020,"lang":"en","type":"article","venue":"100th American Meteorological Society Annual Meeting","topic":"Icing and De-icing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Presentation (obstetrics); Icing; Aeronautics; Meteorology; History; Environmental science; Engineering; Geography; Medicine; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002908807,0.0006345496,0.0005275918,0.002339392,0.0008307929,0.004006737,0.0005780524,0.001673766,0.009105562],"category_scores_gemma":[0.01274299,0.0003198698,0.0003110176,0.002050649,0.0007932361,0.002760107,0.001756733,0.001964828,0.004379161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001425144,"about_ca_system_score_gemma":0.001683715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008591982,"about_ca_topic_score_gemma":0.01111081,"domain_scores_codex":[0.9986451,0.0001993299,0.0000791222,0.0002258897,0.0007529671,0.00009750389],"domain_scores_gemma":[0.9928904,0.001649737,0.000403229,0.0005458363,0.004062771,0.0004480589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001636171,0.00004554046,0.002145397,0.0003587254,0.00004431166,0.000164226,0.0001965257,0.00212976,0.002385348,0.005376947,0.5378413,0.4491484],"study_design_scores_gemma":[0.000009729304,0.00004082384,0.002673168,0.0003166004,0.00002013609,0.00007267074,0.0001588846,0.00170184,0.001205581,0.003550022,0.9902243,0.0000261405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.01805047,0.226869,0.05630349,0.1784561,0.3903646,0.0002218978,0.005950076,0.002080339,0.1217039],"genre_scores_gemma":[0.1743063,0.2096251,0.03561762,0.0416561,0.2565218,0.0002408118,0.009269817,0.001517701,0.2712446],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009105562,"threshold_uncertainty_score":0.03046113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171650742130605,"score_gpt":0.2274765468099582,"score_spread":0.2157600393886522,"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."}}