{"id":"W4386263674","doi":"10.2196/41862","title":"Mortality Risk and Burden From a Spectrum of Causes in Relation to Size-Fractionated Particulate Matters: Time Series Analysis","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Air Quality and Health Impacts","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Particulates; Series (stratigraphy); Relation (database); Broad spectrum; Econometrics; Environmental health; Statistics; Environmental science; Toxicology; Medicine; Chemistry; Mathematics; Computer science; Biology; Data mining","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":[0.003797559,0.0005004826,0.0007183884,0.002002385,0.0002850227,0.0006872012,0.0006841117,0.0005291808,0.001889513],"category_scores_gemma":[0.004825064,0.0002099606,0.002059364,0.002347992,0.0003735498,0.0004821017,0.0007133309,0.0008698534,0.0002725444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004797909,"about_ca_system_score_gemma":0.0004221075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005722189,"about_ca_topic_score_gemma":0.002896039,"domain_scores_codex":[0.9983009,0.0006078249,0.0001949161,0.0005424525,0.0002106788,0.0001433334],"domain_scores_gemma":[0.9965054,0.001492601,0.001067973,0.0004865533,0.0002430119,0.000204463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004613279,0.00007634175,0.9840185,0.0001165383,0.001955294,0.0001659731,0.00009700401,0.004899763,0.0003596178,0.0003390628,0.0006015519,0.006909107],"study_design_scores_gemma":[0.00002944104,0.0002543604,0.9613266,0.00003286021,0.0006743311,0.0002560297,0.0001696229,0.03519791,0.0002142279,0.0007681053,0.001048906,0.00002756706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870275,0.001991005,0.005838631,0.0002678302,0.00007052714,0.0000990264,0.004137701,0.00006409932,0.0005038829],"genre_scores_gemma":[0.9935615,0.000628071,0.001237591,0.00004444142,0.00006890098,0.0001161523,0.003919794,0.00001104797,0.0004124675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005722189,"threshold_uncertainty_score":0.02008367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03185595196735702,"score_gpt":0.3176119281520887,"score_spread":0.2857559761847316,"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."}}