{"id":"W2919842415","doi":"10.1111/hdi.12732","title":"Automatic hemodialysis prescriptions by urea kinetic modeling","year":2019,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Dialysis; Kt/V; Medicine; Medical prescription; Urea; Dosing; Pharmacokinetics; Urology; Biomedical engineering; Intensive care medicine; Surgery; Pharmacology; Chemistry; 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":[0.0005628279,0.0004269205,0.0004032351,0.0004031536,0.0002080737,0.0006817345,0.0005148234,0.0003126981,0.0020792],"category_scores_gemma":[0.003188875,0.000299399,0.000348026,0.0003297941,0.0001407311,0.0003933019,0.0002289535,0.0002616933,0.0003694922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008487133,"about_ca_system_score_gemma":0.0009160042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00751238,"about_ca_topic_score_gemma":0.004285735,"domain_scores_codex":[0.9996371,0.0001651077,0.00002198822,0.00006161616,0.00009802629,0.0000160263],"domain_scores_gemma":[0.9985054,0.00111418,0.0001178514,0.000106141,0.0001343441,0.00002218334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001714034,0.00008589772,0.006909037,0.0000654743,0.00004626804,0.00008323746,0.00009014073,0.875844,0.002794284,0.003705142,0.001681487,0.1085235],"study_design_scores_gemma":[0.00001143813,0.00001827514,0.0005477818,0.000005522498,0.000006185865,0.00003073233,0.000004824012,0.996465,0.001151461,0.0009024173,0.0008504378,0.000006033242],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1973453,0.0001836042,0.789145,0.0002315756,0.00002746138,0.0002247005,0.0004525439,0.005135328,0.007254492],"genre_scores_gemma":[0.8412309,0.0001168253,0.1556661,0.00003794198,0.00001269475,0.0002230674,0.0002828917,0.0002472536,0.002182289],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00751238,"threshold_uncertainty_score":0.01493734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364348564801593,"score_gpt":0.258256076671686,"score_spread":0.2446125910236701,"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."}}