{"id":"W2076534059","doi":"10.1175/bams-87-2-215","title":"USWRP Workshop on Air Quality Forecasting","year":2006,"lang":"en","type":"article","venue":"Bulletin of the American Meteorological Society","topic":"Meteorological Phenomena and Simulations","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; National weather service; Environmental science; Meteorology; National laboratory; Atmospheric research; Spring (device); Geography; Archaeology; Engineering; Engineering physics","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":[0.005744176,0.002212188,0.001348256,0.003234053,0.001177027,0.005182345,0.002625661,0.001811538,0.02245981],"category_scores_gemma":[0.007664648,0.0008680099,0.001505813,0.006169802,0.0008253173,0.006171328,0.002800902,0.003570976,0.007250888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003460028,"about_ca_system_score_gemma":0.006903737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1077723,"about_ca_topic_score_gemma":0.06353477,"domain_scores_codex":[0.9979699,0.0005093781,0.0001679323,0.0003480937,0.0008658245,0.0001387411],"domain_scores_gemma":[0.9965715,0.000776521,0.0001256936,0.0005651973,0.001723982,0.0002369925],"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":[0.00005212051,0.00004774617,0.0018773,0.0001198076,0.00006078995,0.00006198431,0.00006572848,0.01151949,0.0001313989,0.01568998,0.7106443,0.2597294],"study_design_scores_gemma":[0.00001941308,0.00002461848,0.002877173,0.0006489696,0.00004085341,0.00006523034,0.000271084,0.02548094,0.0005924218,0.03526653,0.9346786,0.00003419291],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01126661,0.186441,0.1904023,0.1796627,0.0438916,0.0004850628,0.04636671,0.009021786,0.3324622],"genre_scores_gemma":[0.2008513,0.2307536,0.1767374,0.009728144,0.01785546,0.0008322638,0.08085863,0.002481086,0.2799021],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1077723,"threshold_uncertainty_score":0.21429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04549672197896787,"score_gpt":0.2580891859875213,"score_spread":0.2125924640085534,"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."}}