{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004803302,0.0004059159,0.0002476474,0.0001261957,0.00010844,0.0002074896,0.0002417568,0.0003939504,0.0005778711],"category_scores_gemma":[0.000274546,0.0001458488,0.0002468956,0.0001560079,0.0002071475,0.0003100862,0.0001778333,0.0003579753,0.0001411857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002217411,"about_ca_system_score_gemma":0.0001104142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002954868,"about_ca_topic_score_gemma":0.0002956235,"domain_scores_codex":[0.999821,0.00004135198,0.00001198172,0.00004162372,0.00005555322,0.00002850791],"domain_scores_gemma":[0.9998378,0.00004351735,0.00005041057,0.00002398658,0.000030851,0.00001346637],"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":[0.0000259441,0.00001337521,0.00003573137,0.00001924377,0.000002244702,0.00001217245,0.000008987865,0.00002847403,0.9993587,0.00001600134,0.00000485552,0.0004741786],"study_design_scores_gemma":[0.000003677912,0.0001467077,0.000782983,0.000001642154,0.000006810512,0.0000531773,0.000007579481,0.0003935841,0.9982545,0.000009527148,0.0003375222,0.000002263714],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837053,0.001612908,0.01396351,0.00007760774,0.00002433086,0.00005400916,0.00008430253,0.00005069792,0.0004272845],"genre_scores_gemma":[0.9801376,0.001444503,0.0165455,0.00005615743,0.00001499817,0.00007786485,0.0001139482,0.00002304092,0.001586407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005778711,"threshold_uncertainty_score":0.002540231,"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."}}