{"id":"W2908628555","doi":"10.1289/isee.2011.01738","title":"MULTIPOLLUTANT ASSESSMENT OF SHORT-TERM MORTALITY EFFECTS OF FINE PARTICULATE MATTER, ITS CHEMICAL CONSTITUENTS AND GASEOUS POLLUTANTS IN U.S. CITIES.","year":2011,"lang":"en","type":"article","venue":"ISEE Conference Abstracts","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Particulates; Pollutant; Ozone; Air pollution; Environmental science; Nitrogen dioxide; Environmental chemistry; Pollution; Sulfur dioxide; Atmospheric sciences; Chemistry; Meteorology; Geography; Geology","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":[0.001947808,0.0004823745,0.0003080055,0.001326001,0.0002963787,0.0004173659,0.0003853617,0.0003913207,0.0004389432],"category_scores_gemma":[0.002249007,0.0002641054,0.0009029756,0.001254049,0.0001763179,0.0003265251,0.0007218207,0.0004133781,0.0001203445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000832624,"about_ca_system_score_gemma":0.000884022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04252809,"about_ca_topic_score_gemma":0.07554255,"domain_scores_codex":[0.9993588,0.0002036746,0.0000793151,0.00014293,0.0001505511,0.00006465526],"domain_scores_gemma":[0.9976598,0.0003943095,0.0008163961,0.0002748471,0.000613202,0.0002415406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001525329,0.00003130729,0.9959253,0.00002236179,0.000263458,0.00002616687,0.0000517177,0.0004864829,0.0005083882,0.00001086507,0.000108825,0.002412466],"study_design_scores_gemma":[0.000002274514,0.00007705056,0.9989809,0.000003628177,0.00006415985,0.00002539802,0.00004560791,0.0004729267,0.0001845511,0.00001064097,0.0001299386,0.000002803924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973955,0.0005288195,0.000384676,0.00004693916,0.000008167958,0.00001866539,0.001445688,0.000009692561,0.0001618438],"genre_scores_gemma":[0.9975402,0.0001365248,0.0004005044,0.00002207544,0.000006975048,0.00001862711,0.001741446,0.000002174947,0.0001313878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04252809,"threshold_uncertainty_score":0.08456111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06839954693317879,"score_gpt":0.3242348805438353,"score_spread":0.2558353336106565,"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."}}