{"id":"W3047986540","doi":"10.1681/asn.2020040473","title":"Thematic Analysis of Hospice Mentions in the Health Records of Veterans with Advanced Kidney Disease","year":2020,"lang":"en","type":"article","venue":"Journal of the American Society of Nephrology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Centers for Disease Control and Prevention; Office of Research and Development; Health Services Research and Development; National Institute on Aging; VA Puget Sound Health Care System","keywords":"Medicine; Thematic analysis; Veterans Affairs; Family medicine; Referral; Documentation; Disease; Medical record; Population; Kidney disease; Qualitative research; Pathology; Internal medicine","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":[0.03825697,0.0005524249,0.0009495274,0.008853345,0.007398922,0.004767976,0.002376376,0.001895736,0.002489781],"category_scores_gemma":[0.1012923,0.000536664,0.0008114676,0.009848424,0.008168265,0.006879081,0.008238572,0.002054547,0.0002228369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009453402,"about_ca_system_score_gemma":0.009243513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01063095,"about_ca_topic_score_gemma":0.0120917,"domain_scores_codex":[0.9714943,0.02110635,0.002055962,0.001304286,0.002530389,0.001508763],"domain_scores_gemma":[0.8698267,0.1113701,0.007677416,0.001952817,0.007701498,0.001471449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002513112,0.00001032653,0.003634827,0.0005481332,0.000007712101,0.0002777882,0.9899368,0.00003567825,0.0002932744,0.001016369,0.0004580713,0.003755817],"study_design_scores_gemma":[0.000002886095,0.00001011166,0.002601499,0.0003948113,0.000006173007,0.0000968974,0.9922849,0.00009864508,0.0001531194,0.0003811861,0.003959498,0.00001022108],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768217,0.001231711,0.007047685,0.005287748,0.000175924,0.001114318,0.001623437,0.00003002646,0.006667404],"genre_scores_gemma":[0.9876408,0.001368227,0.005598859,0.001053812,0.00005996241,0.001905753,0.0008642394,0.00005253886,0.001455749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03825697,"threshold_uncertainty_score":0.2023246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06611173669543895,"score_gpt":0.3972353195768374,"score_spread":0.3311235828813985,"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."}}