{"id":"W4413225254","doi":"10.3389/fbioe.2025.1539759","title":"Electrospun textiles from decellularized bovine pericardium and polyvinyl alcohol (PVA) supporting blood coagulation: innovative approach in biomaterials for research purposes","year":2025,"lang":"en","type":"article","venue":"Frontiers in Bioengineering and Biotechnology","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Decellularization; Biomedical engineering; Polyvinyl alcohol; Materials science; Clotting time; Hemostat; Thromboelastography; Biocompatibility; Tissue engineering; Coagulation; Composite material; Surgery; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.001154109,0.0002262719,0.0005323192,0.001094594,0.0001557572,0.00008691482,0.000331601,0.0005494237,0.000004327105],"category_scores_gemma":[0.0002369804,0.0002171332,0.00002560427,0.002010534,0.000665456,0.00008229715,0.0002354893,0.0002428329,5.855868e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010895,"about_ca_system_score_gemma":0.00008062181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001211318,"about_ca_topic_score_gemma":0.000007338523,"domain_scores_codex":[0.9977673,0.00007612112,0.0005693037,0.0007203079,0.0001653583,0.0007016626],"domain_scores_gemma":[0.9992644,0.000183814,0.0001001745,0.0003093712,0.00008961515,0.00005268722],"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":[0.00008697329,0.00008422696,0.006006806,0.00008204673,0.00003426901,0.000003130281,0.0000811278,0.000003646853,0.9849463,0.004522006,0.0003868819,0.003762631],"study_design_scores_gemma":[0.001670388,0.0002213872,0.003804724,0.00008044743,0.0000230555,0.000008973255,0.0002609452,0.005107253,0.9804149,0.00677386,0.001370648,0.0002633942],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8122831,0.002472702,0.1818422,0.002002654,0.0002278107,0.0008976263,0.0000566795,0.0001795612,0.00003767289],"genre_scores_gemma":[0.7713161,0.0002911396,0.227795,0.00003402995,0.00004186884,0.0003887322,0.00007194582,0.00001883862,0.00004235139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04595283,"threshold_uncertainty_score":0.8854436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688818349739172,"score_gpt":0.3008456717499174,"score_spread":0.2839574882525256,"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."}}