{"id":"W4403500972","doi":"10.1093/aje/kwae401","title":"Effect of disability, homelessness, and neighborhood marginalization on risk adjustment for hospital performance measurement","year":2024,"lang":"en","type":"article","venue":"American Journal of Epidemiology","topic":"Healthcare Policy and Management","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; The Scarborough Hospital; Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"University of Toronto","keywords":"Medicine; Logistic regression; Equity (law); Health care; Cohort; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.03696342,0.0007410135,0.0006755469,0.0006757086,0.0007935449,0.00127896,0.00127338,0.0004698329,0.0007821352],"category_scores_gemma":[0.1235244,0.0003749184,0.002227971,0.0008451726,0.001165784,0.0008560213,0.001936309,0.001064526,0.00007479343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003278271,"about_ca_system_score_gemma":0.004569574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2279391,"about_ca_topic_score_gemma":0.2153808,"domain_scores_codex":[0.9639803,0.0297646,0.001090421,0.001873549,0.001902884,0.001388243],"domain_scores_gemma":[0.9158637,0.06204517,0.01061874,0.006303959,0.003073425,0.002095021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002690264,0.0000481798,0.9838359,0.00001955392,0.0009203642,0.00004286488,0.0003101851,0.004380093,0.00006785065,0.0002501153,0.0001736957,0.009682157],"study_design_scores_gemma":[0.00003354035,0.0004417089,0.9580015,0.00007068441,0.0006021195,0.00007706659,0.0003927556,0.03869759,0.000330193,0.0007000187,0.0006185333,0.00003432133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902387,0.0007610425,0.006607139,0.001179964,0.00003011825,0.00006432024,0.0001874346,0.00004330039,0.0008879298],"genre_scores_gemma":[0.9981548,0.00004098376,0.001522661,0.00006795505,0.000009649517,0.00001453309,0.00008059286,0.000007718376,0.0001010271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2279391,"threshold_uncertainty_score":0.4532247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03825433882846919,"score_gpt":0.3094807692763968,"score_spread":0.2712264304479276,"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."}}