{"id":"W4403647807","doi":"10.1097/ede.0000000000001807","title":"Socioeconomic Status, Smoking, and Lung Cancer: Mediation and Bias Analysis in the SYNERGY Study","year":2023,"lang":"en","type":"article","venue":"Epidemiology","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Occupational Cancer Research Centre; Public Health Ontario; University of Toronto; Institut National de la Recherche Scientifique; Université de Montréal","funders":"National Cancer Institute; Canadian Institutes of Health Research; National Institutes of Health; Compagnia di San Paolo; Regione Lombardia; Division of Cancer Epidemiology and Genetics, National Cancer Institute; Fondation de France; Ministry of Labour and Social Protection of the Russian Federation; Istituto Nazionale per l'Assicurazione Contro Gli Infortuni sul Lavoro; Universidad de Oviedo; Deutsche Gesetzliche Unfallversicherung; Ministerstvo Zdravotnictví Ceské Republiky; European Commission; World Health Organization","keywords":"Socioeconomic status; Lung cancer; Mediation; Environmental health; Medicine; Demography; Oncology; Political science; Sociology; Population","routes":{"ca_aff":true,"ca_fund":true,"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":[0.08002143,0.001277515,0.001983411,0.003181126,0.000911775,0.001303304,0.001882427,0.001046402,0.002995837],"category_scores_gemma":[0.1285432,0.0006545709,0.007736483,0.003061718,0.001230259,0.001070997,0.004124159,0.001407182,0.0001629577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009364835,"about_ca_system_score_gemma":0.002465236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00444669,"about_ca_topic_score_gemma":0.004022165,"domain_scores_codex":[0.904009,0.08649758,0.002680569,0.002777742,0.002924031,0.00111102],"domain_scores_gemma":[0.8546349,0.1150563,0.01247939,0.01320343,0.003140067,0.001485875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003403728,0.0001977671,0.9235064,0.001171401,0.03494845,0.0007741698,0.001674567,0.002802328,0.0004831491,0.004790866,0.0009506767,0.02529647],"study_design_scores_gemma":[0.003230413,0.004003642,0.7708397,0.001988514,0.0822025,0.003725561,0.002770326,0.0659247,0.00251801,0.05595223,0.006612553,0.0002317969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074422,0.01214832,0.07391006,0.002307794,0.000135095,0.0007933282,0.001092576,0.0001318481,0.002038782],"genre_scores_gemma":[0.9879254,0.0004884952,0.01059809,0.0001658258,0.00004104859,0.0004184591,0.0001964776,0.00001442418,0.000151728],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08002143,"threshold_uncertainty_score":0.4231988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04933080651086719,"score_gpt":0.4162160092736204,"score_spread":0.3668852027627532,"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."}}