{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00406893,0.0001149309,0.0003927394,0.0001098404,0.000233201,0.00001023004,0.0001629105,0.0000580843,0.001486994],"category_scores_gemma":[0.0003706345,0.00007695069,0.0001660806,0.001136717,0.0001248104,0.0002169282,0.00008597037,0.0001034463,0.0002112293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005805633,"about_ca_system_score_gemma":0.00007535605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1172751,"about_ca_topic_score_gemma":0.03291586,"domain_scores_codex":[0.9971334,0.00119072,0.00052243,0.0003029523,0.0004874354,0.0003629989],"domain_scores_gemma":[0.9983546,0.0002461344,0.0006599608,0.000441367,0.00002244452,0.0002755226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001420852,0.000102108,0.9054834,0.000005081709,0.0001452398,1.895592e-7,0.0001828299,0.004105682,0.00002514046,0.00002607479,0.002947105,0.08696292],"study_design_scores_gemma":[0.0002206713,0.0001219822,0.9951205,0.000007949171,0.0001822624,9.682394e-8,0.00003699011,0.002319203,0.00007756629,0.0001638425,0.001651376,0.00009761463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8932331,0.00008087922,0.09983177,0.005414302,0.00004708525,0.0001821471,0.0007821753,0.00002962921,0.0003989376],"genre_scores_gemma":[0.9961433,0.001259259,0.001509176,0.0008504751,0.00001246837,0.00000495081,0.00002726489,0.000006102353,0.0001869636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1029103,"threshold_uncertainty_score":0.9994258,"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."}}