{"id":"W4410221883","doi":"10.1016/j.ijbiomac.2025.144103","title":"Nanoscale bismuth infused bioadhesive gelatin methacryloyl electrospun mats demonstrate excellent antibiofilm activity and biocompatibility","year":2025,"lang":"en","type":"article","venue":"International Journal of Biological Macromolecules","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women and Children’s Health Research Institute","funders":"Faculty of Dentistry, National University of Singapore; Innovation and Technology Commission; Innovation and Technology Fund; International Association for Dental Research; University of Hong Kong; Ministry of Education - Singapore; National University of Singapore","keywords":"Bioadhesive; Gelatin; Biocompatibility; Nanoscopic scale; Materials science; Electrospinning; Nanotechnology; Bismuth; Polymer; Chemical engineering; Chemistry; Composite material; Drug delivery; Organic chemistry; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009462029,0.0002894916,0.00007292524,0.0001775265,0.00006424316,0.0001453064,0.0001029073,0.000235752,0.000545813],"category_scores_gemma":[0.0001606426,0.00009902413,0.00009227583,0.00006762809,0.0001322006,0.0002331512,0.0001021664,0.0001670276,0.000147304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003867,"about_ca_system_score_gemma":0.00005536318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002109108,"about_ca_topic_score_gemma":0.0005022383,"domain_scores_codex":[0.9999325,0.000006868519,0.000005968212,0.00001491105,0.00002958507,0.00001011574],"domain_scores_gemma":[0.9998769,0.00002448042,0.00005919419,0.000008351147,0.00001760825,0.00001344465],"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":[0.000007089528,0.000003859755,0.0000477402,0.00001250818,0.000001096406,0.00001717681,0.000003556584,0.00002878972,0.9989762,0.00001452639,0.000006742493,0.0008807319],"study_design_scores_gemma":[0.000001948378,0.0001040445,0.002064273,0.000002777114,0.000004655854,0.0001007295,0.000007262676,0.0004521505,0.9964127,0.00001286191,0.0008341615,0.000002429766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893302,0.001613058,0.006883806,0.00008483924,0.00003302921,0.00002008338,0.00009285798,0.0001671558,0.001774922],"genre_scores_gemma":[0.9927752,0.0005458362,0.005145868,0.00002745704,0.00001106274,0.00001215116,0.00005715034,0.00001795066,0.001407412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000545813,"threshold_uncertainty_score":0.001825869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01188496044783592,"score_gpt":0.2909176939235585,"score_spread":0.2790327334757226,"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."}}