{"id":"W4307940517","doi":"10.3390/membranes12111063","title":"Impact of Membrane Modification and Surface Immobilization Techniques on the Hemocompatibility of Hemodialysis Membranes: A Critical Review","year":2022,"lang":"en","type":"review","venue":"Membranes","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Membrane; Surface modification; Materials science; Ultrafiltration (renal); Hemodialysis; Coating; Chemical engineering; Nanotechnology; Biomedical engineering; Chemistry; Medicine; Chromatography; Surgery; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006886104,0.0008501298,0.00121077,0.002438248,0.0003089893,0.00108463,0.0006871249,0.0009446541,0.003590971],"category_scores_gemma":[0.001071689,0.0002980031,0.0007122983,0.00246347,0.0003145354,0.001382524,0.0004733958,0.0009529831,0.0009051507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005101356,"about_ca_system_score_gemma":0.001395049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001065583,"about_ca_topic_score_gemma":0.001555862,"domain_scores_codex":[0.999745,0.00004568478,0.00004891231,0.00004496239,0.00009057369,0.00002499588],"domain_scores_gemma":[0.999363,0.000355133,0.00008629477,0.00001345713,0.0001550606,0.00002703935],"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":[0.00009275277,0.0001166043,0.0003151197,0.07780918,0.0001933206,0.0002684182,0.000132455,0.0005781344,0.004448513,0.003275963,0.02404716,0.8887224],"study_design_scores_gemma":[0.00001173279,0.0002136771,0.001215532,0.01150388,0.0004686083,0.001173122,0.000110812,0.0001558178,0.001923633,0.001208333,0.9819821,0.0000327866],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001721196,0.9989272,0.00008833408,0.0001377121,0.0001083568,0.000003884261,0.00001677677,0.00000402783,0.000541537],"genre_scores_gemma":[0.0007121409,0.998792,0.0001147326,0.00008061832,0.00007206614,0.000004202525,0.0000207697,8.020727e-7,0.000202752],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003590971,"threshold_uncertainty_score":0.01201302,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08959857082897675,"score_gpt":0.3885520579712531,"score_spread":0.2989534871422764,"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."}}