{"id":"W1919537353","doi":"10.1111/j.1542-4758.2011.00577.x","title":"Dialysate saving by automated control of flow rates: Comparison between individualized online hemodiafiltration and standard hemodialysis","year":2011,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fresenius Medical Care North America","keywords":"Hemodialysis; Medicine; Kt/V; Dialysis; Urology; Dialysis adequacy; Urea; Randomized controlled trial; Internal medicine; Surgery; Cardiology; Biochemistry","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":[0.002906235,0.0003853322,0.001250428,0.0004000533,0.0001200102,0.0005600354,0.0005294583,0.000645657,0.001515524],"category_scores_gemma":[0.003696918,0.0002666987,0.001005704,0.0003457628,0.0007765426,0.0007832723,0.0003605424,0.0007000627,0.00009934598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004195919,"about_ca_system_score_gemma":0.0003373782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001695939,"about_ca_topic_score_gemma":0.0002330992,"domain_scores_codex":[0.9972855,0.001910928,0.000184624,0.000241893,0.0002343559,0.0001428008],"domain_scores_gemma":[0.9955938,0.002998927,0.0006828733,0.0003669841,0.00006097608,0.0002963486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.8548415,0.01275924,0.008990631,0.0004882442,0.001235152,0.00003611637,0.00006505839,0.001973006,0.003346606,0.0004695439,0.0001649257,0.11563],"study_design_scores_gemma":[0.2462292,0.6501662,0.08009038,0.000101503,0.002994047,0.0002279751,0.0001032779,0.01001879,0.007367558,0.001100084,0.0015295,0.00007154077],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980252,0.001091859,0.0004759486,0.00003823266,0.00003729827,0.00007323115,0.00002230265,0.000006655121,0.0002293557],"genre_scores_gemma":[0.9984987,0.0003206771,0.000811103,0.00006772751,0.00009432215,0.000077982,0.0000380092,0.000002492546,0.00008908899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002906235,"threshold_uncertainty_score":0.01536983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02780736219608464,"score_gpt":0.3046132842348886,"score_spread":0.2768059220388039,"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."}}