{"id":"W2045676095","doi":"10.1111/j.1542-4758.2007.00178.x","title":"Optimal timing of initiation of chronic hemodialysis?","year":2007,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Nephrology; Kidney disease; Internal medicine; Renal function; Mortality rate; Retrospective cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001797487,0.0002325134,0.0006121627,0.0006282551,0.0003455486,0.001376555,0.0004686458,0.001457596,0.0023493],"category_scores_gemma":[0.01248355,0.0001891988,0.000374102,0.00083864,0.0002591719,0.001666097,0.0003792714,0.001260123,0.0003850675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008137879,"about_ca_system_score_gemma":0.001796224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002494181,"about_ca_topic_score_gemma":0.004958223,"domain_scores_codex":[0.9984433,0.0005591593,0.0002496221,0.0002595978,0.0002316898,0.0002565641],"domain_scores_gemma":[0.9931827,0.00233192,0.00248322,0.00009347346,0.0005772493,0.001331303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001767183,0.0006724498,0.8102453,0.0007942081,0.0002499218,0.001272891,0.0004475463,0.001104745,0.001196621,0.00165833,0.01223677,0.168354],"study_design_scores_gemma":[0.0003144693,0.001078922,0.9514905,0.004061181,0.0004655931,0.006920807,0.002918726,0.003347981,0.001648167,0.008298809,0.01935982,0.00009504636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7708544,0.1382246,0.008961504,0.05266597,0.004630136,0.0001977337,0.001322293,0.0001802992,0.0229631],"genre_scores_gemma":[0.9791952,0.01279453,0.003404616,0.0023706,0.001521803,0.00002702839,0.0002513195,0.00002150272,0.0004133539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002494181,"threshold_uncertainty_score":0.009506106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146367202264556,"score_gpt":0.2979229489943404,"score_spread":0.2764592769716949,"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."}}