{"id":"W2160263594","doi":"10.1046/j.1492-7535.2003.00059.x","title":"Impact of Predialysis Care on Clinical Outcomes","year":2003,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dialysis; Referral; Hemodialysis; Kidney disease; End stage renal disease; Disease; Medical record; Emergency medicine; Intensive care medicine; Internal medicine; Family 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":[0.001275006,0.0002088925,0.0002528734,0.0006481057,0.0005128029,0.001112709,0.0003468413,0.0004072003,0.003549877],"category_scores_gemma":[0.006453848,0.00009545942,0.0004197733,0.0007093847,0.0003210595,0.0006358463,0.0008362079,0.0008090247,0.0002465056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006927694,"about_ca_system_score_gemma":0.0009095853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003628799,"about_ca_topic_score_gemma":0.003463149,"domain_scores_codex":[0.9988386,0.0003828647,0.0001104087,0.0001007298,0.0002797846,0.0002876091],"domain_scores_gemma":[0.9931063,0.001405151,0.002858836,0.0001316623,0.0007318978,0.001766206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001253141,0.00009434349,0.9896756,0.00004686099,0.0000681488,0.00009484145,0.0000472914,0.0001106918,0.00003258061,0.00004575023,0.000524218,0.009134436],"study_design_scores_gemma":[0.00001101857,0.0001256118,0.9988245,0.00004334789,0.00004057078,0.0001977337,0.0001081673,0.0001457055,0.00003783824,0.00005180439,0.0004100047,0.000003801484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891545,0.002574898,0.00009849551,0.001335206,0.00006386765,0.00003067874,0.0008727829,0.00001387241,0.005855591],"genre_scores_gemma":[0.999059,0.0003309872,0.00003373012,0.00006997079,0.00004218373,0.000007374185,0.0003236213,0.000001389769,0.000131684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003628799,"threshold_uncertainty_score":0.01187551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03343564811103004,"score_gpt":0.3808826823506611,"score_spread":0.347447034239631,"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."}}