{"id":"W4311812050","doi":"10.7759/cureus.32288","title":"Interpretation Services in a Canadian Emergency Department: How Often Are They Utilized for Patients With Limited English Proficiency?","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Medicine; Limited English proficiency; Interpreter; Emergency department; Triage; Language barrier; Health care; Family medicine; Service (business); Arabic; Medical emergency; Nursing","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":[0.001077876,0.0002319946,0.0003354942,0.001150461,0.002544425,0.001938219,0.00122328,0.0006316102,0.003446107],"category_scores_gemma":[0.0124226,0.0002156104,0.0003677883,0.00223902,0.001099184,0.0008893209,0.001247,0.0009413796,0.0002623989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01277051,"about_ca_system_score_gemma":0.0231964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8326158,"about_ca_topic_score_gemma":0.9019696,"domain_scores_codex":[0.9975711,0.0003278072,0.0002180716,0.0001971788,0.0007904718,0.0008954008],"domain_scores_gemma":[0.9934614,0.0007603382,0.002177249,0.00009061307,0.00172364,0.001786796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009967965,0.00005041494,0.9639326,0.0002381462,0.00003686463,0.0008897522,0.005526341,0.0000597712,0.0001712267,0.000121154,0.005940672,0.02293337],"study_design_scores_gemma":[0.000008660559,0.00004486841,0.9652146,0.0004593914,0.00002646204,0.0009110707,0.02854832,0.00017373,0.00009207734,0.00006696156,0.004422217,0.00003174584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789372,0.002965104,0.0001315857,0.007640682,0.00006943264,0.00007638452,0.001642716,0.00001867087,0.0085182],"genre_scores_gemma":[0.9957581,0.002074811,0.0002680633,0.0009669274,0.00003633961,0.00002165769,0.0004683324,0.000007319589,0.0003983598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8326158,"threshold_uncertainty_score":0.3367399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02961976235014677,"score_gpt":0.3504059081456225,"score_spread":0.3207861457954757,"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."}}