{"id":"W4388794914","doi":"10.3390/app132212476","title":"Electrospinning of High-Performance Nanofibres: State of the Art and Insights into the Path Forward","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Electrospinning; Aramid; Materials science; Nanofiber; Polymer; Polyamide; Membrane; Composite material; Fiber; Chemistry","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":[0.0009079634,0.0001010538,0.0001653687,0.00007007657,0.0005579658,0.00003736438,0.0008360852,0.00003196832,0.000009645191],"category_scores_gemma":[0.00002092532,0.00005036442,0.00002362587,0.001815027,0.002195285,0.00009751874,0.0002548471,0.00007167647,0.00003225275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001536092,"about_ca_system_score_gemma":0.0001181986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003276388,"about_ca_topic_score_gemma":0.0000173949,"domain_scores_codex":[0.9985006,0.00003268022,0.0002982039,0.0002895369,0.0005843181,0.0002946566],"domain_scores_gemma":[0.9991637,0.0002245572,0.0002133374,0.000316453,0.00004344285,0.00003853307],"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":[0.000005663252,0.000009839943,0.0002572404,0.00002162121,0.000002909084,5.116184e-8,0.001532764,0.00005387631,0.9764029,0.01832012,0.0004376639,0.002955288],"study_design_scores_gemma":[0.00009254473,0.00008844938,0.007179991,0.00002473567,0.000006492736,7.852314e-7,0.0001388299,0.000427209,0.9543869,0.03664913,0.0009307232,0.00007416001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972161,0.000108017,0.0004699736,0.0008534068,0.00009586866,0.0002773891,0.000002628351,0.00004307476,0.000933536],"genre_scores_gemma":[0.9967743,0.0001556208,0.002714982,0.0001421283,0.0000156338,0.0000702586,0.00000116759,0.000005807167,0.0001201033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02201601,"threshold_uncertainty_score":0.8088619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007071868814744426,"score_gpt":0.2301298723425211,"score_spread":0.2230580035277766,"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."}}