{"id":"W2261935809","doi":"10.1111/risa.12540","title":"Survey of Ambient Air Pollution Health Risk Assessment Tools","year":2016,"lang":"en","type":"article","venue":"Risk Analysis","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario","funders":"World Health Organization","keywords":"Air pollution; Environmental health; Risk assessment; Environmental science; Health risk; Environmental planning; Business; Risk analysis (engineering); Computer science; Medicine; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.02751574,0.0007452257,0.0007710022,0.01469991,0.0008084321,0.002990987,0.001460197,0.0009370816,0.001875192],"category_scores_gemma":[0.09058475,0.0004000514,0.001207086,0.02013842,0.0006814746,0.003409467,0.002993435,0.00124122,0.0009841861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002007349,"about_ca_system_score_gemma":0.003055803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005233308,"about_ca_topic_score_gemma":0.005024965,"domain_scores_codex":[0.9674781,0.007970237,0.005740131,0.002073148,0.01555313,0.001185287],"domain_scores_gemma":[0.8519493,0.07685158,0.01863834,0.007461673,0.04216931,0.002929737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001948021,0.0005470081,0.6823437,0.002113354,0.0003244241,0.0002159006,0.005484477,0.003632398,0.001291111,0.004393904,0.01721363,0.2822453],"study_design_scores_gemma":[0.00004091819,0.0005354144,0.8468564,0.002079916,0.0001913238,0.0006504758,0.008405125,0.01137544,0.002991738,0.00426332,0.1224433,0.0001666731],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.8722596,0.005958927,0.0426324,0.002636062,0.0000999832,0.002184018,0.0371135,0.0007633233,0.03635217],"genre_scores_gemma":[0.9000143,0.004625287,0.05363291,0.0008439174,0.00007494062,0.002807576,0.03578907,0.0002176999,0.001994263],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02751574,"threshold_uncertainty_score":0.1455189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05120225658140187,"score_gpt":0.3552731570316652,"score_spread":0.3040709004502633,"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."}}