{"id":"W4403429057","doi":"10.3389/fneph.2024.1455260","title":"Proceedings of a membrane update symposium: advancements, scientific insights, and future trends for dialysis membranes for enhanced clinical outcomes in end stage kidney disease patients","year":2024,"lang":"en","type":"article","venue":"Frontiers in Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"European Renal Association-European Dialysis and Transplant Association; Novo Nordisk; Karolinska Institutet; European Commission; National Institute for Health and Care Research; University of Twente; Njurfonden; European Foundation for the Study of Diabetes; AstraZeneca","keywords":"Nephrology; Medicine; Dialysis; Medical education; Kidney disease; Disease; End stage renal disease; Clinical Practice; Health care; Intensive care medicine; Engineering ethics; Psychology; Internal medicine; Family medicine; Engineering; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005532915,0.0006403365,0.0005337524,0.000952596,0.0009982294,0.003617352,0.0007637987,0.002913565,0.01708129],"category_scores_gemma":[0.00789051,0.000216664,0.001139627,0.0005339081,0.0004542135,0.001984336,0.001565307,0.003963512,0.003313835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001290114,"about_ca_system_score_gemma":0.002704997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006926483,"about_ca_topic_score_gemma":0.002016342,"domain_scores_codex":[0.9985105,0.0004812563,0.0001550707,0.0001134925,0.0005649172,0.0001746477],"domain_scores_gemma":[0.9946483,0.001222187,0.0004795921,0.0000867119,0.001927632,0.00163557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003440582,0.0001637823,0.0009561316,0.001622596,0.00005806076,0.0002345228,0.0002135124,0.00009664864,0.001077998,0.001565613,0.8477557,0.1459114],"study_design_scores_gemma":[0.00007376068,0.0002996461,0.004207754,0.001490075,0.0001035499,0.0004931834,0.0003276507,0.0001092094,0.0006315966,0.0009088631,0.9913278,0.00002681537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0119525,0.3332116,0.001812734,0.3304806,0.2759601,0.0003059457,0.001155846,0.0003019414,0.04481868],"genre_scores_gemma":[0.07208278,0.4101301,0.005738586,0.08738141,0.3347896,0.000561126,0.002667365,0.0002985465,0.08635057],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01708129,"threshold_uncertainty_score":0.05714262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008775742181725561,"score_gpt":0.2824451706615149,"score_spread":0.2736694284797893,"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."}}