{"id":"W4390572187","doi":"10.1186/s12882-023-03434-5","title":"Unravelling complex choices: multi-stakeholder perceptions on dialysis withdrawal and end-of-life care in kidney disease","year":2024,"lang":"en","type":"article","venue":"BMC Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Duke-NUS Medical School","keywords":"Medicine; Dialysis; Palliative care; End-of-life care; Nursing; Advance care planning; Stakeholder; Nonprobability sampling; Quality of life (healthcare); Family medicine; Population; Internal medicine; Public relations","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001200956,0.0001694051,0.0003963991,0.000448906,0.00004940073,0.0000272565,0.00006240957,0.00006426539,0.0006337572],"category_scores_gemma":[0.0001055419,0.0001331726,0.0001666019,0.000315048,0.0001754045,0.00003890178,0.00005848449,0.0001352347,0.00004160582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004762775,"about_ca_system_score_gemma":0.0002254355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001141487,"about_ca_topic_score_gemma":0.0004638056,"domain_scores_codex":[0.9987416,0.0001105737,0.0003189219,0.0004123793,0.0001876396,0.0002288731],"domain_scores_gemma":[0.9991502,0.0001074425,0.0000431762,0.0002646009,0.00004031595,0.0003942791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004992448,0.003248016,0.9005439,0.01195519,0.002406576,0.0009470461,0.01183108,0.009545784,0.01032791,0.01081857,0.007291443,0.02609202],"study_design_scores_gemma":[0.002531825,0.0002124727,0.9334489,0.0003533737,0.001081745,0.000002030262,0.0009692134,0.0263211,0.00001081391,0.00004245994,0.03482526,0.0002008241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926019,0.002125685,0.001807677,0.001192138,0.0001807717,0.0006156218,0.0001417181,0.00007157112,0.001262966],"genre_scores_gemma":[0.9957041,0.0001606273,0.0008482378,0.002458933,0.0001660108,0.00005533256,0.0002957931,0.00002294373,0.0002880647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03290496,"threshold_uncertainty_score":0.6939197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05762974515841118,"score_gpt":0.3080036025472126,"score_spread":0.2503738573888014,"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."}}