{"id":"W4400073554","doi":"10.1002/adhm.202400335","title":"The Effects of Biomimetic Surface Topography on Vascular Cells: Implications for Vascular Conduits","year":2024,"lang":"en","type":"review","venue":"Advanced Healthcare Materials","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Medicine; Biomedical engineering; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003323748,0.0005872538,0.0007309163,0.001141776,0.0001781585,0.000737339,0.0004188902,0.0009786674,0.001844742],"category_scores_gemma":[0.0003669189,0.0002309929,0.0003657861,0.0009526826,0.0003453271,0.0008754477,0.0004097709,0.001008151,0.0008951955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003905255,"about_ca_system_score_gemma":0.0005327645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005633061,"about_ca_topic_score_gemma":0.0009483832,"domain_scores_codex":[0.9998947,0.0000166597,0.00001185419,0.00001905909,0.00004410793,0.00001362362],"domain_scores_gemma":[0.9998522,0.00008065381,0.0000194614,0.000004608772,0.00003330725,0.000009845042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006712641,0.00009931564,0.0001741978,0.02702304,0.00006969227,0.0003354551,0.0001271735,0.0009523583,0.03465716,0.009086903,0.01322238,0.9141852],"study_design_scores_gemma":[0.00001589818,0.0002815549,0.001257273,0.003829667,0.00009577944,0.001545308,0.0001132789,0.0002849124,0.009812099,0.002403333,0.9803285,0.00003257836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004440096,0.9978259,0.00023474,0.0001643709,0.0001685889,0.000004038535,0.00001257874,0.0000052016,0.001140475],"genre_scores_gemma":[0.002165182,0.9964876,0.0002766788,0.0001152754,0.00009069107,0.000007536957,0.00001694661,0.000001415337,0.0008388041],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001844742,"threshold_uncertainty_score":0.006171227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02335147993105495,"score_gpt":0.362231110972462,"score_spread":0.3388796310414071,"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."}}