{"id":"W3195895604","doi":"10.1097/mlr.0000000000001638","title":"The Impact of Language on Emergency Department Visits, Hospitalizations, and Length of Stay Among Home Care Recipients","year":2021,"lang":"en","type":"article","venue":"Medical Care","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Institut du Savoir Montfort; Bruyère; University of Ottawa","funders":"","keywords":"Dementia; Medicine; Emergency department; Confounding; Health care; Cohort study; Confidence interval; Retrospective cohort study; Family medicine; Emergency medicine; Gerontology; Nursing","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001090349,0.0002522026,0.0002505969,0.0008793816,0.0006390479,0.0008800388,0.0004367957,0.000298735,0.001883316],"category_scores_gemma":[0.004685046,0.0001151698,0.0004675218,0.000865381,0.0004560326,0.0003582569,0.0005294202,0.0003502355,0.0001568205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002230148,"about_ca_system_score_gemma":0.001774793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1982354,"about_ca_topic_score_gemma":0.2703273,"domain_scores_codex":[0.9991565,0.0001993798,0.00008466768,0.0001098098,0.0001848762,0.0002648484],"domain_scores_gemma":[0.9961898,0.0006060842,0.001984759,0.0001026794,0.0004582678,0.0006584038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004725465,0.0000173827,0.9987786,0.00001425856,0.00003239295,0.00004288369,0.00009468743,0.00001216853,0.00003934355,0.00000457403,0.00007244313,0.0008441258],"study_design_scores_gemma":[0.000001364539,0.0000194281,0.9996455,0.00001079028,0.00001096768,0.00004437642,0.0001984719,0.00001905983,0.000008032578,0.000002922965,0.00003770793,0.000001462611],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998909,0.0002868837,0.00001485981,0.00008017423,0.000003486986,0.000003593879,0.0003457575,0.000001151092,0.0003551886],"genre_scores_gemma":[0.9995295,0.0001615224,0.00002900707,0.00003303102,0.000005620832,0.000003856725,0.0001767835,7.260019e-7,0.00006007448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1982354,"threshold_uncertainty_score":0.3941631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01822410853920721,"score_gpt":0.4320308970824721,"score_spread":0.4138067885432649,"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."}}