{"id":"W2613104550","doi":"10.7717/peerj.4125","title":"Structure and properties of slow-resorbing nanofibers obtained by (co-axial) electrospinning as tissue scaffolds in regenerative medicine","year":2017,"lang":"en","type":"article","venue":"PeerJ","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"HORIZON EUROPE Marie Sklodowska-Curie Actions","keywords":"Nanofiber; Polycaprolactone; Electrospinning; Nanocapsules; Biocompatibility; Materials science; Formic acid; Chemical engineering; Drug delivery; Tissue engineering; Regenerative medicine; Nanoparticle; Nanotechnology; Chemistry; Biomedical engineering; Organic chemistry; Polymer; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004399322,0.0002017269,0.0004006669,0.00009559024,0.0004222862,0.00007902329,0.0005237121,0.0001435403,0.0001245794],"category_scores_gemma":[0.0001875521,0.0001549571,0.00002020691,0.0001472633,0.000958654,0.000207919,0.0001129808,0.0001000538,0.000008295696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008392984,"about_ca_system_score_gemma":0.00008705926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001100001,"about_ca_topic_score_gemma":0.00008381793,"domain_scores_codex":[0.9982898,0.00006589836,0.0003861618,0.0004425548,0.0004193913,0.0003962436],"domain_scores_gemma":[0.9989167,0.00004851846,0.0003052298,0.0005096307,0.0001064709,0.0001134523],"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":[0.00003606382,0.00001836431,0.0005615849,0.00004560992,0.000007465894,0.000002261154,0.001001243,8.574354e-7,0.9931101,0.001425179,0.002200366,0.001590889],"study_design_scores_gemma":[0.0006130079,0.0002113194,0.00114908,0.0001438578,0.00001518075,0.00001109101,0.0000684479,0.00006265362,0.9938343,0.001866003,0.001851943,0.0001731599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922779,0.00180635,0.0003129865,0.004176976,0.0001197786,0.0003740733,0.00002180689,0.00004626084,0.0008639071],"genre_scores_gemma":[0.9942536,0.00008794161,0.004124898,0.000161677,0.0001254783,0.000045076,0.00001761203,0.00002229029,0.001161421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004015299,"threshold_uncertainty_score":0.6318969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01323232769587426,"score_gpt":0.2870951039895512,"score_spread":0.2738627762936769,"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."}}