{"id":"W1804555882","doi":"10.1111/j.1492-7535.2004.0085an.x","title":"Survival Advantage of Tailored Dialysis","year":2004,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dialysis; Hemodialysis; Renal replacement therapy; Peritoneal dialysis; Home hemodialysis; Transplantation; Cohort; Prospective cohort study; Emergency medicine; Cohort study; Single Center; Mortality rate; Intensive care medicine; Surgery; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003800606,0.0001121563,0.0002001972,0.000185969,0.00008537963,0.0002506146,0.0001181228,0.0002209562,0.00214674],"category_scores_gemma":[0.001293538,0.00004299498,0.0003051263,0.0001247164,0.0001129976,0.0002435531,0.0003317154,0.0002675948,0.0001513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304777,"about_ca_system_score_gemma":0.00009991621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002643641,"about_ca_topic_score_gemma":0.0003606945,"domain_scores_codex":[0.9997491,0.0000740743,0.00001398223,0.00007065274,0.00002896716,0.00006321811],"domain_scores_gemma":[0.9990187,0.0002406857,0.0003057419,0.0001188669,0.00005059714,0.0002654336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006624681,0.0004540638,0.8763406,0.00009666773,0.0006158823,0.0005997205,0.0001702358,0.001683112,0.009099798,0.001009978,0.001583465,0.1017218],"study_design_scores_gemma":[0.0001396748,0.001477539,0.9928402,0.00001929575,0.0001589742,0.001392625,0.00005843901,0.001410887,0.0006806868,0.000611575,0.001197828,0.00001216998],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978883,0.0004646179,0.0002771549,0.00008650691,0.0000178775,0.000004442904,0.0001807083,0.000008982303,0.001071459],"genre_scores_gemma":[0.9994924,0.00008610978,0.00006276945,0.00005223415,0.00002454592,0.000001847686,0.0001663806,0.000001455639,0.0001122449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00214674,"threshold_uncertainty_score":0.007181585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412743411949393,"score_gpt":0.2787769556756507,"score_spread":0.2646495215561568,"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."}}