{"id":"W6945170242","doi":"10.25384/sage.c.6073872","title":"Assessing needs for linguistic interpretation in hospital settings: A retrospective analysis of ad hoc interpreter requests","year":2022,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Interpretation (philosophy); Interpreter; Mandarin Chinese; Health care; Limited English proficiency; Language barrier; Pragmatics; Post hoc","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00303894,0.0004352597,0.0003648482,0.002805075,0.001355112,0.001312795,0.00089953,0.000365537,0.00117912],"category_scores_gemma":[0.01673092,0.000477179,0.0004078223,0.00434304,0.001055857,0.0006828507,0.001398103,0.0006863869,0.000233456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006722018,"about_ca_system_score_gemma":0.01072079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4818145,"about_ca_topic_score_gemma":0.5378785,"domain_scores_codex":[0.9951419,0.001056502,0.000812791,0.0005169265,0.001547106,0.0009248883],"domain_scores_gemma":[0.9788082,0.003044683,0.01132667,0.0008209926,0.004266637,0.001732869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002876705,0.00001810454,0.9975131,0.00002060739,0.00001347391,0.00006455425,0.001133508,0.00001246449,0.00004125905,0.000008555748,0.0001454352,0.001000214],"study_design_scores_gemma":[0.000002462105,0.0000647826,0.9950339,0.0000309504,0.00001632297,0.0001218916,0.004275036,0.00006902375,0.00006830631,0.000005781912,0.0003021802,0.000009358568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983424,0.0001679748,0.0001128763,0.00007598798,0.000004021109,0.00008073881,0.0006852256,0.000005068646,0.00052572],"genre_scores_gemma":[0.9986186,0.0002128083,0.0002091988,0.0001058712,0.000007311321,0.00006672208,0.0005999687,0.000005381398,0.0001741879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4818145,"threshold_uncertainty_score":0.95802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02691845302490286,"score_gpt":0.3644602796013452,"score_spread":0.3375418265764424,"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."}}