{"id":"W4386892106","doi":"10.1016/j.jvs.2023.08.095","title":"Predictors of Quality End-of-life Care and Goals of Care Communication Among Vascular Surgery Patients","year":2023,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Langara College; University of British Columbia","funders":"","keywords":"Medicine; Palliative care; Odds ratio; Logistic regression; End-of-life care; Confidence interval; Context (archaeology); Psychological intervention; Intensive care unit; Vascular surgery; Odds; Quality of life (healthcare); Retrospective cohort study; Population; Emergency medicine; Intensive care medicine; Internal medicine; Nursing; Cardiac surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0009617497,0.0002198555,0.0003488731,0.000836682,0.000637639,0.001307783,0.0003351778,0.0008752976,0.004513939],"category_scores_gemma":[0.007146811,0.0002410378,0.0008287466,0.001231984,0.0003759685,0.0006362358,0.0006857371,0.001463176,0.0003077325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005867198,"about_ca_system_score_gemma":0.0009003853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004940477,"about_ca_topic_score_gemma":0.005296848,"domain_scores_codex":[0.9991075,0.0002562036,0.000145638,0.00007313279,0.0001516603,0.0002658484],"domain_scores_gemma":[0.9937198,0.002107141,0.002245186,0.0001362861,0.0004861135,0.001305418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003714237,0.0000712558,0.9992433,0.000003057829,0.00002599755,0.00001745717,0.0000678086,0.00003072792,0.0000185452,0.00001296816,0.00005337424,0.000418492],"study_design_scores_gemma":[0.000006073711,0.00007522205,0.9987711,0.000005546153,0.00001937578,0.00006535967,0.000577712,0.0003372476,0.00001878395,0.00003615435,0.00008239345,0.000004897549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988278,0.00008824379,0.00003333239,0.0001473689,0.000008074659,0.000004932744,0.0001677328,0.000001797526,0.0007206693],"genre_scores_gemma":[0.9996819,0.0000234527,0.00003042513,0.0000365897,0.000008564584,0.00000301842,0.0001166248,8.436625e-7,0.00009851775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004940477,"threshold_uncertainty_score":0.01510066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08859320641892403,"score_gpt":0.397411263123982,"score_spread":0.3088180567050579,"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."}}