{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008858749,0.00005902254,0.00004374957,0.0000155294,0.0001618924,0.0003903458,0.0003015845,0.00001177032,0.00002840311],"category_scores_gemma":[0.000001149593,0.00003711288,0.00003223782,0.0001451409,0.00001660037,0.0007104881,0.00002491211,0.00003238118,0.0001335462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001079317,"about_ca_system_score_gemma":0.00003355945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002685008,"about_ca_topic_score_gemma":0.000002419611,"domain_scores_codex":[0.9995238,0.000007165663,0.00008341884,0.0001704473,0.0001182872,0.00009684783],"domain_scores_gemma":[0.9994698,0.0001488306,0.0000358171,0.0002386198,0.0000802153,0.00002667898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007328433,0.00006884112,0.000003965365,0.000002839503,0.00002048445,9.447056e-8,0.001204725,0.04321114,0.001365888,0.7675396,0.01255084,0.1740243],"study_design_scores_gemma":[0.0001502316,0.00003592743,0.0001172927,0.000004209614,0.000004040759,0.00000471961,0.00003125244,0.9207007,0.004036791,0.007915308,0.06690937,0.00009018485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001704848,0.00002418153,0.9596264,0.03598957,0.00002900855,0.000245116,0.00000147963,0.00006287247,0.002316483],"genre_scores_gemma":[0.4282468,0.00001257162,0.5626708,0.005386304,0.0002521088,0.0001174661,0.00001531462,0.00000980512,0.003288812],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8774895,"threshold_uncertainty_score":0.3764113,"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."}}