{"id":"W4388915844","doi":"10.5772/intechopen.1003074","title":"Comprehensive Insights into Palliative Nephrology: A Chapter in Contemporary Renal Medicine","year":2023,"lang":"en","type":"book-chapter","venue":"IntechOpen eBooks","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Palliative care; Medicine; Intensive care medicine; Nephrology; Quality of life (healthcare); Kidney disease; Advance care planning; Context (archaeology); Referral; Psychological intervention; Dialysis; Health care; Population; Nursing; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002198992,0.0007086003,0.001650757,0.001201568,0.00007552935,0.00002737522,0.0003629447,0.0005185124,0.0007434337],"category_scores_gemma":[0.00004839615,0.0005229784,0.000385612,0.00006397223,0.0007105682,0.00004601751,0.0005318077,0.0009919602,0.0009377504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001940858,"about_ca_system_score_gemma":0.0001714051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004021805,"about_ca_topic_score_gemma":0.000378177,"domain_scores_codex":[0.9969593,0.00005340926,0.00105424,0.0009183438,0.0006778509,0.0003368408],"domain_scores_gemma":[0.9980214,0.0001784281,0.0004297174,0.0007552956,0.0003110984,0.0003041231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005608147,0.0002759987,0.0001264597,0.001804073,0.008382466,0.02322938,0.01247238,0.00001059688,0.006227266,0.7309115,0.09150052,0.1194512],"study_design_scores_gemma":[0.003178664,0.0007998211,0.0005197206,0.004838353,0.0004802121,0.000008310244,0.000281498,0.0000402752,0.000103227,0.05299892,0.9361982,0.0005528221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005915182,0.001672774,0.00008454879,0.002253611,0.0003788986,0.002042191,0.00001619297,0.0001832868,0.992777],"genre_scores_gemma":[0.1550372,0.0007415731,0.0001373694,0.01038116,0.0007245577,0.0002131633,0.0004023665,0.0002491974,0.8321134],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8446977,"threshold_uncertainty_score":0.9998401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0833249819808471,"score_gpt":0.3130425505040949,"score_spread":0.2297175685232478,"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."}}