{"id":"W4383872869","doi":"10.1001/jamanetworkopen.2023.22743","title":"Association of Language Barriers With Perioperative and Surgical Outcomes","year":2023,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; University of California, San Francisco; National Institutes of Health; Hellman Family Foundation","keywords":"Medicine; CINAHL; Perioperative; MEDLINE; Limited English proficiency; Cohort study; Observational study; Cohort; Meta-analysis; English language; Guideline; Health care; Family medicine; Internal medicine; Surgery; Psychology; Psychological intervention; Nursing; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01074789,0.0005675323,0.002172331,0.003985095,0.0004425695,0.002401461,0.0009807284,0.0009411702,0.003518553],"category_scores_gemma":[0.0775232,0.0004592982,0.003410717,0.005843383,0.0008678135,0.002495892,0.001198329,0.001317031,0.0002148166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001379539,"about_ca_system_score_gemma":0.004389072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006813325,"about_ca_topic_score_gemma":0.009677475,"domain_scores_codex":[0.9851156,0.005852032,0.005111803,0.001060729,0.002437834,0.0004220404],"domain_scores_gemma":[0.9091652,0.05895437,0.02601602,0.0009660615,0.004280736,0.0006176576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001526724,0.0001667212,0.3450117,0.477803,0.03790984,0.0005702646,0.001826691,0.0005404788,0.0005694763,0.001174788,0.005288057,0.1276123],"study_design_scores_gemma":[0.000524802,0.0006496271,0.4943934,0.4243285,0.05339612,0.002217265,0.003266674,0.0007937187,0.0007670415,0.002504844,0.01700815,0.0001498946],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06547585,0.9243633,0.0008863478,0.003676934,0.0002609598,0.0002554084,0.002586145,0.0000134831,0.002481494],"genre_scores_gemma":[0.563908,0.4279816,0.002594867,0.002384883,0.0005156972,0.0007016689,0.001578536,0.00001530359,0.0003193936],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01074789,"threshold_uncertainty_score":0.05684096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09866328235108285,"score_gpt":0.5064396496038102,"score_spread":0.4077763672527273,"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."}}