{"id":"W3086739108","doi":"","title":"Canadian Operational Air Quality Forecasting Systems: Status, Recent Progress, and Challenges","year":2017,"lang":"en","type":"article","venue":"EGU General Assembly Conference Abstracts","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Air quality index; Risk analysis (engineering); Computer science; Business; Meteorology; Geography","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":[0.0140303,0.001965209,0.001260857,0.00326961,0.002902411,0.007404482,0.005349661,0.001216299,0.005571423],"category_scores_gemma":[0.0204793,0.0004195053,0.0008014831,0.010047,0.00131874,0.003993291,0.001995787,0.002264658,0.001297757],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02789915,"about_ca_system_score_gemma":0.1006171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9814952,"about_ca_topic_score_gemma":0.981882,"domain_scores_codex":[0.9958869,0.0005509965,0.0002233623,0.0005060371,0.002228522,0.0006043077],"domain_scores_gemma":[0.9721094,0.002596027,0.0008745809,0.0005892866,0.02211583,0.001714903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002438214,0.0001605209,0.04732556,0.001497539,0.0002173847,0.00002544471,0.0006395206,0.0127786,0.0007186137,0.008425836,0.249207,0.6787602],"study_design_scores_gemma":[0.0001395631,0.000175596,0.1190747,0.00247587,0.0004297925,0.00006541773,0.003600345,0.1119793,0.001897554,0.007825573,0.7520192,0.0003170442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.136617,0.2577205,0.06060916,0.3370823,0.009035741,0.000970179,0.05152189,0.01015477,0.1362886],"genre_scores_gemma":[0.6138451,0.1891751,0.0964035,0.009333429,0.003641144,0.0003356407,0.0512696,0.0007737961,0.03522267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9721009,"threshold_uncertainty_score":0.2024235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458030561050052,"score_gpt":0.3145842220987172,"score_spread":0.168781165993712,"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."}}