{"id":"W4282823345","doi":"10.3390/textiles2020020","title":"Fibers and Textiles for Personal Protective Equipment: Review of Recent Progress and Perspectives on Future Developments","year":2022,"lang":"en","type":"article","venue":"Textiles","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Textile; Cellulose fiber; Elastomer; Composite material; Polyester; Polymer; Fiber; Synthetic fiber; Surface modification; Polyurethane; Cellulose; Environmentally friendly; Polymer science; Nanotechnology; Mechanical engineering","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":[0.0004687058,0.0001449167,0.000235311,0.00006449693,0.0003571506,0.00001918955,0.0001641116,0.00003584641,0.0005201131],"category_scores_gemma":[0.00004077625,0.0001221964,0.00003217181,0.0002139764,0.0003417022,0.00005260391,0.0001693799,0.0001054981,0.000003277858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001316173,"about_ca_system_score_gemma":0.00009740024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002175114,"about_ca_topic_score_gemma":0.000001012436,"domain_scores_codex":[0.9986714,0.00007572399,0.0002274088,0.000427705,0.0003667127,0.0002310452],"domain_scores_gemma":[0.9994371,0.0001056002,0.0001670647,0.0001183547,0.00009825439,0.00007365292],"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":[0.0009986116,0.00156804,0.0003472484,0.009531503,0.0002243874,0.00000630752,0.05176916,6.94848e-7,0.1577789,0.02331965,0.01909721,0.7353583],"study_design_scores_gemma":[0.006239161,0.007248487,0.02220848,0.006674202,0.0004339611,0.0002406212,0.05164845,0.0002839902,0.1679461,0.01536041,0.718855,0.002861177],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7561939,0.1923839,0.0008393081,0.0307302,0.0006303973,0.01484959,0.001493616,0.0003568436,0.002522242],"genre_scores_gemma":[0.8822543,0.05091234,0.0473947,0.002620777,0.0004434295,0.0152344,0.0001905749,0.0001218862,0.0008275953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7324971,"threshold_uncertainty_score":0.5694873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135190102761139,"score_gpt":0.2895752725513622,"score_spread":0.2682233715237509,"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."}}