{"id":"W2083351167","doi":"10.2215/cjn.02040606","title":"Nephrologists’ Reported Preparedness for End-of-Life Decision-Making","year":2006,"lang":"en","type":"article","venue":"Clinical Journal of the American Society of Nephrology","topic":"Palliative Care and End-of-Life Issues","field":"Medicine","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Preparedness; Guideline; Nephrology; Dialysis; Intensive care medicine; Internal medicine; Family medicine; Emergency medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001717081,0.0001781439,0.001747485,0.0000582139,0.00005238484,0.000003107354,0.0004601014,0.0001887895,0.00002967378],"category_scores_gemma":[0.003120898,0.0001170845,0.001960621,0.0003600731,0.002972233,0.00004946646,0.0001326055,0.0004205617,5.114568e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005242421,"about_ca_system_score_gemma":0.000660463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009078409,"about_ca_topic_score_gemma":0.00001061349,"domain_scores_codex":[0.9962208,0.0002497741,0.00259264,0.0002311958,0.0004265829,0.0002789758],"domain_scores_gemma":[0.9871603,0.005703952,0.005529976,0.000499586,0.0009930176,0.0001131978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01181679,0.001440435,0.6437646,0.0002327121,0.002972163,0.00003291643,0.001232329,0.0004052626,0.01499495,0.0001718014,0.2746854,0.04825069],"study_design_scores_gemma":[0.00999466,0.01063179,0.6203297,0.001815948,0.002327374,0.0004537689,0.005224925,0.00115121,0.00170266,0.0105665,0.3353853,0.0004161597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852205,0.001421657,0.009118059,0.003484042,0.0003719966,0.0002356817,0.00001923624,0.000009309724,0.0001195291],"genre_scores_gemma":[0.9245404,0.001004843,0.06379814,0.009936735,0.0006661185,0.000003249702,0.000002691999,0.00002071739,0.00002707583],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06069987,"threshold_uncertainty_score":0.9997411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1545623528544006,"score_gpt":0.4828910902948507,"score_spread":0.3283287374404501,"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."}}