{"id":"W4294843759","doi":"10.1200/op.22.00110","title":"End-of-Life Health Resource Utilization for Limited English-Proficient Patients With Advanced Non–Small-Cell Lung Cancer","year":2022,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Interpreting and Communication in Healthcare","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Palliative care; Referral; Lung cancer; Medical record; Advance care planning; Multivariate analysis; Retrospective cohort study; Cancer; Cohort; Internal medicine; Emergency medicine; Family medicine; Nursing","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":[0.000469869,0.0002238465,0.0003131617,0.0009768403,0.0006809972,0.000849535,0.0004379735,0.0003123194,0.001301856],"category_scores_gemma":[0.002053056,0.0002235608,0.0003901921,0.001111903,0.0003723321,0.000388016,0.0006255935,0.0005394894,0.0002104582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001549876,"about_ca_system_score_gemma":0.001221207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09257104,"about_ca_topic_score_gemma":0.1923935,"domain_scores_codex":[0.9994824,0.00008088343,0.00008434723,0.00008869957,0.0001233415,0.0001403363],"domain_scores_gemma":[0.9981034,0.0001897213,0.0009266328,0.00007522275,0.0002918503,0.0004131215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002493515,0.00001387615,0.9995087,0.000005732323,0.00001364172,0.00003701686,0.00005259741,0.00001061753,0.00003111361,0.000003008208,0.00004011032,0.0002586014],"study_design_scores_gemma":[0.000005286862,0.00003645921,0.9991783,0.000009231722,0.000009214069,0.0001774253,0.000392572,0.00008367121,0.00002382427,0.000006025297,0.0000755327,0.000002395635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992799,0.00006266998,0.0000101174,0.00002453698,0.000001505234,0.000007201837,0.000435476,6.028563e-7,0.0001778698],"genre_scores_gemma":[0.9992649,0.00005582736,0.00001986141,0.00002320383,0.000002890495,0.000007518861,0.0005407259,6.356457e-7,0.00008450568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09257104,"threshold_uncertainty_score":0.1840644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08857854576752443,"score_gpt":0.4762541428884242,"score_spread":0.3876755971208998,"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."}}