{"id":"W2112757220","doi":"10.1139/er-2012-0056","title":"Air quality modelling, simulation, and computational methods: a review","year":2013,"lang":"en","type":"review","venue":"Environmental Reviews","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":105,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air quality index; Compendium; Computer science; Atmospheric dispersion modeling; Air pollution; Quality (philosophy); Data assimilation; Field (mathematics); Data science; Meteorology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001203244,0.001068978,0.001614041,0.002663664,0.0004225654,0.001505703,0.001293811,0.001330048,0.004859686],"category_scores_gemma":[0.002200676,0.0005050205,0.0009214489,0.004245162,0.0005661506,0.001851656,0.0008621636,0.001504964,0.002643356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007503747,"about_ca_system_score_gemma":0.002274567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002789709,"about_ca_topic_score_gemma":0.002672435,"domain_scores_codex":[0.9993159,0.0001533643,0.0001125322,0.0001066768,0.0002744175,0.00003711802],"domain_scores_gemma":[0.9983901,0.001001535,0.0001177667,0.00005760158,0.0003879408,0.0000450879],"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":[0.00003611306,0.0001075633,0.0005073873,0.02706458,0.0001304394,0.0001363097,0.0001080363,0.002772768,0.00124969,0.01312205,0.03780166,0.9169633],"study_design_scores_gemma":[0.000009696536,0.00006969851,0.0007179394,0.005405386,0.0001286145,0.0004613181,0.000077868,0.001032513,0.0006639908,0.005790736,0.9856054,0.00003688998],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001964784,0.9949628,0.001881858,0.0004149801,0.0003832275,0.00001379068,0.00004811109,0.00002612212,0.00207269],"genre_scores_gemma":[0.001285588,0.9956557,0.00182137,0.000123097,0.0003229205,0.00001890833,0.00007443018,0.000008931703,0.0006891523],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004859686,"threshold_uncertainty_score":0.01625729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1325007917811932,"score_gpt":0.3859865859843253,"score_spread":0.2534857942031321,"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."}}