{"id":"W2148389972","doi":"10.1175/2007waf2006017.1","title":"A Fuzzy Logic–Based Analog Forecasting System for Ceiling and Visibility","year":2007,"lang":"en","type":"article","venue":"Weather and Forecasting","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":63,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Visibility; Ceiling (cloud); Meteorology; Aviation; Model output statistics; Wind speed; Computer science; Environmental science; Weather forecasting; Geography; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0006976826,0.0006757633,0.0006319339,0.0015353,0.0006940418,0.001141034,0.001084181,0.0006139872,0.006935633],"category_scores_gemma":[0.002314513,0.00025882,0.0005706243,0.0007928454,0.0002442028,0.0006617356,0.0004725633,0.0005272618,0.000851055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001232626,"about_ca_system_score_gemma":0.001000047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03284136,"about_ca_topic_score_gemma":0.02124225,"domain_scores_codex":[0.9996753,0.00003441339,0.00003481967,0.0001145532,0.0001092192,0.00003178335],"domain_scores_gemma":[0.9993657,0.0001758009,0.00006766264,0.00005315401,0.0002964489,0.00004127977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008144903,0.0002735361,0.008253174,0.0001857537,0.00009930057,0.0003612027,0.0001981218,0.5741041,0.01188824,0.004753563,0.006215062,0.3928535],"study_design_scores_gemma":[0.00001417288,0.00002362815,0.000431087,0.0000066425,0.00001124902,0.000008100045,0.000007981344,0.9975974,0.0007146861,0.0007909749,0.0003874909,0.000006508743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1213428,0.0002310377,0.8548707,0.0002919847,0.0001838029,0.0003856933,0.001708868,0.009919416,0.01106563],"genre_scores_gemma":[0.8798375,0.00007645033,0.1166932,0.00007020577,0.00004852208,0.0001638319,0.0007732791,0.00005512112,0.002281925],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03284136,"threshold_uncertainty_score":0.06530041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0743895940286943,"score_gpt":0.2542090708617749,"score_spread":0.1798194768330806,"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."}}