{"id":"W1993572423","doi":"10.1159/000089448","title":"Randomized Trials of Frequent Hemodialysis – Infinite Possibilities","year":2005,"lang":"en","type":"article","venue":"Blood Purification","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Hemodialysis; Randomized controlled trial; Intensive care medicine; Medicine; Clinical trial; Dialysis; Population; Intervention (counseling); Internal medicine; Nursing; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.003552398,0.0001102767,0.001071374,0.0002307577,0.00002809317,0.00001999008,0.00006973185,0.00005347879,0.0004381195],"category_scores_gemma":[0.001671127,0.00007779999,0.0006750019,0.0002078386,0.00008955383,0.00006344196,0.00001435084,0.00004529462,0.00004860683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001977527,"about_ca_system_score_gemma":0.00004705089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004478905,"about_ca_topic_score_gemma":0.000002637385,"domain_scores_codex":[0.9978445,0.0004082539,0.001141438,0.0002067159,0.0002866907,0.0001123872],"domain_scores_gemma":[0.9985234,0.0003343393,0.0004952932,0.0004132192,0.000150419,0.0000833394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.1667264,0.01977692,0.0054527,0.003231539,0.0258044,0.00002664005,0.01239085,0.001551863,0.1962051,0.2200335,0.01139339,0.3374068],"study_design_scores_gemma":[0.6817866,0.0003056448,0.01781987,0.0004935855,0.03363862,0.000008747596,0.0007514444,0.003195622,0.2247302,0.009177002,0.02737955,0.0007131364],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.965002,0.004354268,0.001952858,0.004642628,0.0001001164,0.001910024,0.00003923905,0.00007633433,0.02192254],"genre_scores_gemma":[0.9938462,0.0004352163,0.003057255,0.0002235619,0.0002479644,0.0001372613,0.0001500833,0.00001020098,0.00189221],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5150602,"threshold_uncertainty_score":0.4797101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0455834063789648,"score_gpt":0.3105994217380609,"score_spread":0.2650160153590961,"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."}}