{"id":"W4214892581","doi":"10.1007/s11356-022-18870-3","title":"Short-term effects of main air pollutants exposure on LOS and costs of CVD hospital admissions from 30,959 cases among suburban farmers in Pingliang, Northwest China","year":2022,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Air pollution; Environmental health; China; Pollutant; Air pollutants; Medicine; Public health; Pollution; Criteria air contaminants; Disease burden; Hospital admission; Burden of disease; Environmental science; Environmental protection; Toxicology; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.001637306,0.0001479678,0.0002092862,0.0002154909,0.0008478923,0.00001776085,0.0003158514,0.00005994958,0.0009102018],"category_scores_gemma":[0.000231857,0.0001385824,0.0000279983,0.000642751,0.002428203,0.000325519,0.0006625112,0.0004017358,0.000008093416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008901889,"about_ca_system_score_gemma":0.0000859892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005286099,"about_ca_topic_score_gemma":0.0005250248,"domain_scores_codex":[0.996627,0.0003822454,0.0003043183,0.0005114036,0.001570577,0.0006044373],"domain_scores_gemma":[0.9989423,0.0001823898,0.00008910549,0.0002529942,0.000003096895,0.000530072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009889252,0.0005490597,0.9256926,0.00002468479,0.000004573289,0.00006904916,0.003602246,0.0001839948,0.04658918,0.00004448784,0.0001731212,0.02296814],"study_design_scores_gemma":[0.0004403465,0.001363045,0.9898171,0.00007291494,0.000003857977,0.000006158553,0.002304313,0.0002082851,0.005514112,0.00004831985,0.00008142477,0.0001401429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978144,0.0002000406,0.000002330745,0.0006380645,0.00006349161,0.0006187438,0.0004557611,0.000006057558,0.0002011001],"genre_scores_gemma":[0.9995136,0.000179762,0.00002760959,0.0001601004,0.00001357993,0.00002959791,0.00001053191,0.000009127748,0.00005612653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06412451,"threshold_uncertainty_score":0.9966072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373073425112077,"score_gpt":0.3165896229991386,"score_spread":0.2928588887480179,"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."}}