{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003533022,0.0006030576,0.001799551,0.007212801,0.00009048919,0.0004810811,0.00215404,0.0003321434,0.01152884],"category_scores_gemma":[0.007653523,0.0006344814,0.0004819166,0.003932381,0.0001265117,0.0008270023,0.00122699,0.001299619,0.00002700058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122869,"about_ca_system_score_gemma":0.0002769933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001712513,"about_ca_topic_score_gemma":0.001248388,"domain_scores_codex":[0.9952698,0.0006168464,0.001523435,0.001048606,0.0009647455,0.0005765037],"domain_scores_gemma":[0.9930904,0.0004587896,0.003751022,0.002298062,0.0002661945,0.0001355467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001254354,0.00251874,0.09536362,0.001898628,0.05120173,0.0008100038,0.05324495,0.0003331863,0.002259822,0.00002504325,0.6397694,0.1513205],"study_design_scores_gemma":[0.01296047,0.004778779,0.08984047,0.1575409,0.08003618,0.0001670178,0.03942112,0.2603093,0.0001332238,0.004440437,0.3393896,0.01098247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.01350438,0.2986999,0.07861262,0.0007729717,0.00803057,0.01057504,0.3580654,0.001526703,0.2302123],"genre_scores_gemma":[0.8780295,0.008301822,0.03603691,0.0004447919,0.001943248,0.0004635121,0.03289922,0.00614178,0.0357392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8645251,"threshold_uncertainty_score":0.9996107,"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."}}