{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003019831,0.00009296118,0.0001919482,0.00003216015,0.0004346083,0.000002820448,0.0002228732,0.000152676,0.0005403107],"category_scores_gemma":[0.000939216,0.00006071464,0.00008041903,0.0001579056,0.00006502312,0.00002041283,0.0001756431,0.0003886569,0.000005014385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001509954,"about_ca_system_score_gemma":0.0003825527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007979142,"about_ca_topic_score_gemma":0.000835956,"domain_scores_codex":[0.9979293,0.0007698359,0.0005043946,0.0001492761,0.0004294408,0.0002177558],"domain_scores_gemma":[0.9980344,0.0004214898,0.0002012683,0.0005358235,0.0006565586,0.0001504378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002917568,0.00003467255,0.911366,0.0003525592,0.00004054272,0.000003873624,0.07444757,0.00000259504,0.000004758685,0.0004607803,0.002331168,0.01092634],"study_design_scores_gemma":[0.0004624292,0.0003526187,0.8308396,0.001193556,0.00002257602,6.698741e-7,0.1656752,0.00008983482,0.0001276821,0.0000651437,0.001059767,0.0001109299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834428,0.01226843,0.00001114513,0.000443155,0.0004376406,0.0002695942,0.0001639544,0.00002075965,0.002942485],"genre_scores_gemma":[0.9977418,0.001651874,0.00002131709,0.00007875985,0.00005962508,0.00006150323,0.0002059914,0.00001332096,0.0001658579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09122766,"threshold_uncertainty_score":0.5916024,"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."}}