{"id":"W4224226857","doi":"10.2196/34354","title":"Inpatient Telehealth Experience of Patients With Limited English Proficiency: Cross-sectional Survey and Semistructured Interview Study","year":2022,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Telehealth; Interpreter; Medicine; Limited English proficiency; Subspecialty; Phone; Telemedicine; Language barrier; Scale (ratio); Family medicine; Nursing; Health care; Medical emergency","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005576353,0.0001316082,0.0002526988,0.0002626597,0.002948568,0.00002278033,0.0005737808,0.00006678203,0.0003600607],"category_scores_gemma":[0.0006841235,0.0001036739,0.00002403986,0.0009375012,0.0003116549,0.0001823255,0.00115674,0.001870846,0.000003889812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005140888,"about_ca_system_score_gemma":0.0005349026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006678593,"about_ca_topic_score_gemma":0.0001415514,"domain_scores_codex":[0.9882775,0.0087422,0.0008321556,0.0003097626,0.00130136,0.0005370558],"domain_scores_gemma":[0.9942074,0.001426598,0.0004066591,0.0005523376,0.003269717,0.0001372256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004262256,0.0003942893,0.7683497,0.0002830774,0.000009981654,1.661585e-7,0.2299278,0.000005707555,8.174596e-7,0.00007570644,0.0001322719,0.0003942661],"study_design_scores_gemma":[0.0009008094,0.002292263,0.9237233,0.00007684506,6.103268e-7,2.91045e-7,0.07226966,0.0001646407,0.000003854335,0.00003158805,0.0004477347,0.00008840608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958315,0.00006227616,0.0000110562,0.00003698689,0.0002839688,0.002610774,0.0003186647,0.0000384611,0.000806287],"genre_scores_gemma":[0.996754,0.00000977921,0.00002292435,0.00007238777,0.00001986507,0.002823244,0.0001667499,0.00001703137,0.0001140164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1576581,"threshold_uncertainty_score":0.9983494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1520466428704742,"score_gpt":0.5224319430828884,"score_spread":0.3703853002124142,"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."}}