{"id":"W7098410443","doi":"","title":"WHAT IS THE OPTIMAL DWELL TIME FOR MAXIMIZING ULTRAFILTRATION WITH","year":2005,"lang":"en","type":"article","venue":"","topic":"Computational Physics and Python Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dwell time; Icodextrin; Ultrafiltration (renal); Peritoneal dialysis; Dialysis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001183793,0.0002526067,0.0008624471,0.0002689601,0.0003582921,0.001080974,0.0004026618,0.0008065665,0.001415879],"category_scores_gemma":[0.006350526,0.0001489251,0.0003114901,0.0003710153,0.0005176037,0.001140066,0.0002155222,0.00041574,0.0003160121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001409074,"about_ca_system_score_gemma":0.001589715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00740471,"about_ca_topic_score_gemma":0.01021504,"domain_scores_codex":[0.999615,0.00008468302,0.00003609857,0.00008071322,0.00007996407,0.0001035585],"domain_scores_gemma":[0.9975262,0.00108336,0.000783474,0.00006960972,0.0002750834,0.000262262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01037006,0.001221014,0.5828779,0.002229576,0.0005347524,0.0011253,0.001149664,0.01303543,0.04367538,0.003270724,0.007778908,0.3327313],"study_design_scores_gemma":[0.0004226352,0.006416188,0.8738399,0.001229704,0.001224792,0.005045464,0.003497585,0.03148224,0.05112056,0.009167773,0.01631269,0.000240492],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723063,0.01637472,0.007185942,0.001811408,0.0001152695,0.00004500893,0.0003517547,0.00005875138,0.001750927],"genre_scores_gemma":[0.9926375,0.002441842,0.004434889,0.0001430333,0.00004912102,0.00001920469,0.00009035283,0.00002017904,0.0001639256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00740471,"threshold_uncertainty_score":0.01472324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01254748390274174,"score_gpt":0.2440861202951777,"score_spread":0.231538636392436,"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."}}