{"id":"W4416854345","doi":"10.21203/rs.3.rs-8186752/v1","title":"Mechanical Property Improvement of Epoxy Composites by Electrospun SiO2 Nanofibers","year":2025,"lang":"","type":"preprint","venue":"Research Square","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Epoxy; Nanofiber; Microstructure; Ultimate tensile strength; Electrospinning; Scanning electron microscope; Composite number; Toughness","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":[0.0001138744,0.0003769955,0.00009351688,0.0002128857,0.0001135678,0.0001539365,0.00008809266,0.0002845842,0.001776576],"category_scores_gemma":[0.0001628404,0.0001454657,0.0001452522,0.0001053669,0.0001014301,0.0002588081,0.0000919489,0.0002417137,0.0003171418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007609428,"about_ca_system_score_gemma":0.00005575664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00017414,"about_ca_topic_score_gemma":0.0006307299,"domain_scores_codex":[0.9999155,0.000006233411,0.00000639155,0.00002691523,0.00002631883,0.00001855436],"domain_scores_gemma":[0.9998679,0.00002797791,0.00003910679,0.00001212926,0.00003090662,0.00002197742],"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":[0.00002380702,0.000005945295,0.00004241047,0.00001123371,0.00000104967,0.00002497933,0.000006291381,0.00004230584,0.9993402,0.00001041116,0.00001898005,0.0004723477],"study_design_scores_gemma":[0.000003499124,0.00006656081,0.001662252,0.000001509871,0.000003640714,0.00002429207,0.000008062784,0.0003983291,0.9975159,0.000005845262,0.0003079405,0.000002165686],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948205,0.0003763791,0.002077182,0.00004580275,0.00004710738,0.000007981634,0.00009264507,0.00008372011,0.002448677],"genre_scores_gemma":[0.9960892,0.0001622007,0.001316034,0.00002543841,0.00001328605,0.000007525097,0.0000692792,0.00002640501,0.002290685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001776576,"threshold_uncertainty_score":0.005943239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02570054703000585,"score_gpt":0.3617668640173511,"score_spread":0.3360663169873453,"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."}}