{"id":"W4327958296","doi":"10.1016/j.ekir.2023.02.680","title":"WCN23-0021 POLYVINYLPYRROLIDONE (PVP) ENHANCES THE HEMOCOMPATIBILITY OF POLYETHERSULFONE (PES) HEMODIALYSIS MEMBRANES","year":2023,"lang":"en","type":"article","venue":"Kidney International Reports","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of Saskatchewan","funders":"","keywords":"Thrombogenicity; Polyvinylpyrrolidone; Membrane; Medicine; Biocompatible material; Platelet; Thrombus; Hemodialysis; Adhesion; Biomedical engineering; Biophysics; Surgery; Polymer chemistry; Materials science; Immunology; Biochemistry; Chemistry; Composite material","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007219395,0.0001958223,0.0003776848,0.0002205729,0.00008270593,0.0000345815,0.0002378412,0.0000523589,0.001784767],"category_scores_gemma":[0.001108272,0.0001387272,0.0003042821,0.0004450486,0.0001620808,0.0001405794,0.0001796759,0.0001210671,0.0000703551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001080037,"about_ca_system_score_gemma":0.0001867175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002814814,"about_ca_topic_score_gemma":0.00001779802,"domain_scores_codex":[0.9974267,0.00006521578,0.0007499445,0.0004467836,0.001054173,0.0002571162],"domain_scores_gemma":[0.998279,0.0001053718,0.0003949839,0.0007113591,0.0002553323,0.0002539265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001621846,0.002717691,0.2277906,0.001171208,0.005969673,0.003179177,0.003953994,0.0007409793,0.5445704,0.001338386,0.1730649,0.03388106],"study_design_scores_gemma":[0.002911568,0.0002868882,0.5010505,0.0005340865,0.001007346,0.0005245954,0.001103735,0.009803913,0.2599091,0.006712063,0.2154071,0.000749066],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549451,0.00009106682,0.0001764506,0.0257436,0.0009628942,0.0005067314,0.0000478501,0.0001384156,0.01738792],"genre_scores_gemma":[0.9909016,0.00007350102,0.0001913232,0.002008716,0.0003018021,0.00008102798,0.0002402973,0.00002249436,0.006179191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2846614,"threshold_uncertainty_score":0.9991277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597299324842731,"score_gpt":0.2902728407830599,"score_spread":0.2742998475346325,"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."}}