{"id":"W4399297798","doi":"10.1136/bmjph-2023-000762","title":"Impact of patient–family physician language concordance on healthcare utilisation and mortality: a retrospective cohort study of home care recipients in Ontario, Canada","year":2024,"lang":"en","type":"article","venue":"BMJ Public Health","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut du Savoir Montfort; Bruyère; University of Ottawa; University of Manitoba; Ottawa Hospital; Université de Moncton; Institute for Clinical Evaluative Sciences","funders":"Institut du savoir Montfort-Recherche","keywords":"Concordance; Medicine; Retrospective cohort study; Health care; Cohort; Family medicine; Gerontology; Pediatrics; Internal medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00151548,0.0002015732,0.000685979,0.0002546961,0.0002830525,0.00001215208,0.0002072983,0.0001172753,0.00002767816],"category_scores_gemma":[0.0002226445,0.0001825085,0.00005623628,0.0005688899,0.00004819779,0.0001124582,0.0001084957,0.001091482,0.000001568147],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007584317,"about_ca_system_score_gemma":0.01466527,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9962978,"about_ca_topic_score_gemma":0.9935763,"domain_scores_codex":[0.9950415,0.001996942,0.00131236,0.0004493518,0.000642518,0.0005572779],"domain_scores_gemma":[0.9973653,0.0004113008,0.0006230643,0.0007987325,0.0005549074,0.0002466708],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004903613,0.0001342141,0.8586891,0.0006322408,0.00004865408,0.000003975952,0.1350706,0.000004637644,0.000001172923,0.0004154092,0.000591884,0.004359064],"study_design_scores_gemma":[0.0004242788,0.001415235,0.8958315,0.001389425,0.000005121814,4.079654e-7,0.1005189,0.0001031434,4.38433e-7,0.00004267707,0.000159091,0.000109792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917246,0.0008801983,0.00000169022,0.00114476,0.0007087411,0.003353814,0.0002930374,0.00004660199,0.001846565],"genre_scores_gemma":[0.9979829,0.00004445127,0.00001497929,0.001280329,0.00004639756,0.0004198022,0.0001391051,0.00002860022,0.00004340591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03714233,"threshold_uncertainty_score":0.9962254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06800853302371943,"score_gpt":0.4478471336340294,"score_spread":0.3798386006103101,"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."}}