{"id":"W7097738357","doi":"","title":"2.6 OPERATIONAL AIR QUALITY FORECASTING IN ATLANTIC CANADA: AN OVERVIEW","year":2015,"lang":"en","type":"article","venue":"","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air pollution; Air quality index; Quality (philosophy); Air pollutants; Pollution","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":[0.0009859542,0.0004179187,0.0002896357,0.004383793,0.001131755,0.003561832,0.0007838745,0.0004348854,0.002254797],"category_scores_gemma":[0.001715722,0.0001703878,0.0006479087,0.009420987,0.0003194204,0.0006216967,0.0005036668,0.0004945285,0.0003162213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02511129,"about_ca_system_score_gemma":0.03943816,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9927919,"about_ca_topic_score_gemma":0.993582,"domain_scores_codex":[0.9991034,0.0000504961,0.00005501614,0.00006787195,0.0005343062,0.0001888969],"domain_scores_gemma":[0.9976777,0.0001515429,0.0001034349,0.00004210147,0.001903305,0.0001218544],"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":[0.0001256415,0.0001401485,0.4244255,0.001084858,0.000238993,0.0003347144,0.0009931183,0.04785162,0.00157033,0.01413011,0.06517112,0.4439339],"study_design_scores_gemma":[0.00001810346,0.00006012314,0.6006911,0.001117651,0.0002377692,0.0001514592,0.003327352,0.0764579,0.001674142,0.002358233,0.3137418,0.0001642964],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4493321,0.08783916,0.02726055,0.03893502,0.0009505751,0.0004718259,0.0615368,0.001618284,0.3320558],"genre_scores_gemma":[0.8744593,0.05170846,0.02294292,0.001308669,0.0004482056,0.00005463752,0.01745607,0.0001428377,0.03147878],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02511129,"threshold_uncertainty_score":0.1821961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3351770866671392,"score_gpt":0.3887922251701176,"score_spread":0.05361513850297839,"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."}}