{"id":"W2943910759","doi":"10.3389/fbioe.2019.00117","title":"Luminal Plasma Treatment for Small Diameter Polyvinyl Alcohol Tubular Scaffolds","year":2019,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; University of Waterloo","funders":"National Heart, Lung, and Blood Institute; Natural Sciences and Engineering Research Council of Canada; National Institute of Dental and Craniofacial Research; Oregon National Primate Research Center; National Institutes of Health","keywords":"Polyvinyl alcohol; Platelet adhesion; Adhesion; Surface modification; Lumen (anatomy); Biomaterial; Scaffold; Biomedical engineering; Platelet-rich plasma; Materials science; Extracellular matrix; Vascular graft; Biophysics; Chemistry; Plasma; Chemical engineering; Platelet; Polymer chemistry; Nanotechnology; Composite material; Surgery; Biochemistry; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001424231,0.0002003671,0.0003132388,0.0003204765,0.00004899538,0.00002445754,0.0002517247,0.0004084335,0.00001301256],"category_scores_gemma":[0.00001276124,0.0001731813,0.0000518537,0.0002733984,0.0001961828,0.00003779718,0.00006257182,0.00007529398,0.0000194461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001476278,"about_ca_system_score_gemma":0.00002269343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002650678,"about_ca_topic_score_gemma":0.000006071171,"domain_scores_codex":[0.9987362,0.00001021606,0.0002308423,0.0004665383,0.00007483811,0.0004813694],"domain_scores_gemma":[0.999499,0.00004494582,0.00004721215,0.0003264575,0.0000135888,0.00006882478],"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":[0.00003960852,0.00007151774,0.002749702,0.0000454724,0.0000241569,0.000003080043,0.00003842613,0.00001665358,0.9789947,0.001195986,0.0006230684,0.01619762],"study_design_scores_gemma":[0.001270959,0.0006833783,0.0003758575,0.00003570539,0.00002448265,0.00002872644,0.00005729418,0.006997775,0.9528672,0.0006418695,0.03671395,0.0003028425],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9218872,0.0009013113,0.07352291,0.001712576,0.001027383,0.0006313484,0.00003751034,0.0002507343,0.00002905128],"genre_scores_gemma":[0.6221645,0.0003591589,0.3765551,0.00006363231,0.00009207663,0.0002913213,0.00002208231,0.00003434577,0.0004178046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3030321,"threshold_uncertainty_score":0.7062128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00840922521020157,"score_gpt":0.2159896806923796,"score_spread":0.207580455482178,"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."}}