{"id":"W3092443002","doi":"10.5194/egusphere-egu2020-20982","title":"Canadian Air Quality Forecasting and Information Systems","year":2020,"lang":"en","type":"article","venue":"","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Canada; Environment and Climate Change Canada","funders":"","keywords":"Air quality index; Environmental science; Climate change; Quality (philosophy); Environmental resource management; Environmental economics; Meteorology; Computer science; Business; Geography; Economics; Ecology","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":[0.003720711,0.002164389,0.001397388,0.007029304,0.004013456,0.008725086,0.00391831,0.002375691,0.1539438],"category_scores_gemma":[0.01639365,0.0008518018,0.001338381,0.01620596,0.0008212778,0.003858194,0.002304885,0.002460717,0.08596986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03132389,"about_ca_system_score_gemma":0.07483474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9530845,"about_ca_topic_score_gemma":0.9123568,"domain_scores_codex":[0.9921821,0.0005944485,0.0005507122,0.0009163375,0.005004527,0.0007518526],"domain_scores_gemma":[0.9792529,0.0008684631,0.0003956033,0.001591564,0.01708605,0.0008054871],"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":[0.00003240623,0.00002035712,0.001200525,0.0001728897,0.00002448031,0.00002453936,0.00005311943,0.001848752,0.0001294563,0.01095385,0.8866984,0.09884118],"study_design_scores_gemma":[0.00002045048,0.000008153254,0.001961532,0.0001437684,0.00002156707,0.00001009674,0.00009491821,0.008123425,0.0002459304,0.002376828,0.9869445,0.00004884988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001592276,0.003672085,0.02537588,0.0167425,0.003094576,0.0008395252,0.3601613,0.009937784,0.578584],"genre_scores_gemma":[0.05744889,0.0147198,0.05189402,0.003769925,0.00116341,0.0008347947,0.4654844,0.002108351,0.4025764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1539438,"threshold_uncertainty_score":0.5149933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04956763732004135,"score_gpt":0.2407787283353354,"score_spread":0.191211091015294,"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."}}