{"id":"W4385557353","doi":"10.3390/membranes13080718","title":"Heparin-Immobilized Polyethersulfone for Hemocompatibility Enhancement of Dialysis Membrane: In Situ Synchrotron Imaging, Experimental, and Ex Vivo Studies","year":2023,"lang":"en","type":"article","venue":"Membranes","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of Saskatchewan","funders":"Canadian Institutes of Health Research; Natural Sciences and Engineering Research Council of Canada; Saskatchewan Health Research Foundation; University of Saskatchewan; Canadian Light Source","keywords":"Membrane; Ex vivo; Thrombogenicity; Chemistry; Heparin; Dialysis tubing; Surface modification; Materials science; Chemical engineering; Chromatography; Analytical Chemistry (journal); Platelet; Biochemistry; In vitro","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006641846,0.0002250031,0.0008304751,0.0003132058,0.00006280904,0.00001994937,0.00008930084,0.0000337369,0.0001023725],"category_scores_gemma":[0.0001330238,0.0001753332,0.0002196931,0.0004496174,0.0001879817,0.00007198901,0.0001366658,0.00004851212,0.000008260121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007821895,"about_ca_system_score_gemma":0.00002757655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001354935,"about_ca_topic_score_gemma":0.00004652949,"domain_scores_codex":[0.9982818,0.00008113668,0.0005435305,0.000472231,0.0003229453,0.0002983864],"domain_scores_gemma":[0.9991263,0.0001925655,0.0001327874,0.0003695045,0.00008161715,0.00009725378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008340988,0.0009098836,0.004106026,0.002480798,0.0006174385,0.00001975442,0.002622502,0.00004924885,0.9848626,0.00007667847,0.0005095834,0.002911363],"study_design_scores_gemma":[0.005353291,0.0002582035,0.008688133,0.0002946394,0.000591805,0.000001281596,0.005916118,0.00209034,0.9748143,0.0001091835,0.00163189,0.0002508266],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904735,0.006602339,0.00003558419,0.000631356,0.0001168354,0.001362635,0.0000101965,0.00005564118,0.000711927],"genre_scores_gemma":[0.9976075,0.0008955988,0.000251881,0.0001275018,0.00005222311,0.0003576669,0.00003834034,0.00002243603,0.0006469111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01004833,"threshold_uncertainty_score":0.7149881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02931669835831435,"score_gpt":0.3329653996800772,"score_spread":0.3036487013217628,"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."}}