{"id":"W4323040716","doi":"10.1016/s0735-1097(23)00805-7","title":"ASSOCIATION OF NEIGHBORHOOD-LEVEL MATERIAL DEPRIVATION WITH ADVERSE OUTCOMES AND PROCESSES OF CARE AMONG PATIENTS WITH HEART FAILURE IN A SINGLE-PAYER HEALTHCARE SYSTEM: A POPULATION-BASED COHORT STUDY","year":2023,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Clinical Evaluative Sciences; University Health Network","funders":"","keywords":"Medicine; Health care; Cohort; Heart failure; Adverse effect; Cohort study; Association (psychology); Healthcare system; Emergency medicine; Intensive care medicine; Environmental health; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008248574,0.0004400136,0.0006699194,0.0009056536,0.001262704,0.001673044,0.0009272631,0.001176913,0.001985913],"category_scores_gemma":[0.002475221,0.0009048205,0.001435488,0.002125749,0.0006195785,0.001541509,0.001291972,0.002073375,0.0003678279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008437475,"about_ca_system_score_gemma":0.0008883808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0360212,"about_ca_topic_score_gemma":0.04151281,"domain_scores_codex":[0.9990366,0.0002209497,0.000102419,0.0002946525,0.0001154356,0.0002299935],"domain_scores_gemma":[0.9979274,0.0002296519,0.0007034301,0.0003344613,0.0002315178,0.0005734807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001196699,0.0001466809,0.9988989,0.000005044089,0.0002086562,0.00005133785,0.0001124364,0.00003309552,0.0001025423,0.00002069025,0.00007833233,0.0002227351],"study_design_scores_gemma":[0.00001116494,0.0001142299,0.9989244,0.000003814571,0.00005824951,0.00007832724,0.0004898253,0.0002046903,0.00001664728,0.0000292587,0.00006099067,0.000008403747],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991948,0.00008203833,0.00005874752,0.00004577802,0.000008553948,0.000008419774,0.0004288663,0.000001781022,0.0001709216],"genre_scores_gemma":[0.9992884,0.00005831437,0.00005858723,0.00003347263,0.0000125208,0.00001157671,0.0004005517,0.000002052141,0.0001346312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0360212,"threshold_uncertainty_score":0.07162309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161840878679058,"score_gpt":0.2383059120148109,"score_spread":0.2221218241469051,"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."}}