{"id":"W2265529440","doi":"","title":"Hemodialysis of the Future: Prolonged and/or Frequent Dialysis","year":2002,"lang":"en","type":"article","venue":"Acta Nephrologica","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Medicine; Dialysis; Modalities; Intensive care medicine; Hyperphosphatemia; Quality of life (healthcare); Surgery; Internal medicine; Kidney disease","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":[0.002241265,0.0002820728,0.0006280814,0.0004335794,0.0007794648,0.00158977,0.0004136237,0.001501921,0.002983015],"category_scores_gemma":[0.002131823,0.00008623173,0.0003563302,0.0007990862,0.00143717,0.002873133,0.0007643299,0.001625946,0.0003330196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007653171,"about_ca_system_score_gemma":0.001000406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008720123,"about_ca_topic_score_gemma":0.001609716,"domain_scores_codex":[0.9993446,0.0002491046,0.00006279089,0.0001317607,0.0001433729,0.00006840462],"domain_scores_gemma":[0.9984859,0.000527064,0.0003848641,0.0001100574,0.0002084055,0.0002837915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001409778,0.0003521484,0.02124086,0.005887986,0.0001653866,0.003990888,0.001013442,0.0002136041,0.002804302,0.02167528,0.03310393,0.9081423],"study_design_scores_gemma":[0.0002743393,0.00261588,0.05985454,0.007772336,0.0006860564,0.07906125,0.003291928,0.0006773048,0.001572519,0.04126429,0.8028175,0.0001121259],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.03298137,0.9198842,0.001603927,0.03306076,0.003010595,0.00003007465,0.0001054343,0.00003354449,0.00929003],"genre_scores_gemma":[0.3331357,0.6237748,0.002032803,0.01877095,0.01810224,0.00006236794,0.000224428,0.00002128947,0.003875427],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.002983015,"threshold_uncertainty_score":0.0118531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884871905012025,"score_gpt":0.2289528190057191,"score_spread":0.2101040999555989,"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."}}