{"id":"W2625754401","doi":"10.12927/hcq.2017.25140","title":"The Effect of Language on Hospital Inpatient Length of Stay","year":2017,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Limited English proficiency; Health care; Medicine; Ethnically diverse; Medical record; Inpatient care; Language barrier; Acute care; Retrospective cohort study; Family medicine; Community hospital; Medical emergency; Emergency medicine; Nursing; Environmental health; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001532985,0.0001574389,0.0003654757,0.00005601949,0.002147695,0.00001275811,0.0008296882,0.000184065,0.00002583178],"category_scores_gemma":[0.0005537489,0.0001021402,0.0001109152,0.00004750394,0.0001945015,0.00006059348,0.00007069368,0.00080182,0.00006051038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000113173,"about_ca_system_score_gemma":0.0002272396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005559693,"about_ca_topic_score_gemma":0.0008481294,"domain_scores_codex":[0.9962751,0.001908027,0.0008288999,0.0002032059,0.0003458465,0.0004389778],"domain_scores_gemma":[0.9939175,0.002245156,0.001201606,0.0021858,0.0003309428,0.0001189469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001308489,0.0001297501,0.3277234,0.003513396,0.00008786254,0.000004637163,0.1946576,7.654634e-7,0.0000842802,0.02393962,0.004031154,0.444519],"study_design_scores_gemma":[0.006537524,0.1003244,0.6255894,0.01202336,0.00009217412,0.000003325031,0.2216329,0.0004204551,0.003380272,0.002015206,0.02692435,0.001056732],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778793,0.0005209914,0.000006975896,0.01383708,0.001436447,0.001099929,0.00007347333,0.00004669553,0.005099143],"genre_scores_gemma":[0.998937,0.00006074336,0.00003722897,0.0002425712,0.0001692473,0.0002178952,0.00001198681,0.00002441635,0.0002989073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4434623,"threshold_uncertainty_score":0.9991513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291310921821129,"score_gpt":0.4249194261099814,"score_spread":0.4020063168917701,"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."}}