{"id":"W2735118308","doi":"10.1177/0040517517715080","title":"Investigation of the mechanical properties of lignin nanofibrous structures using statistical modeling","year":2017,"lang":"en","type":"article","venue":"Textile Research Journal","topic":"Electrospun Nanofibers in Biomedical Applications","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nanofiber; Materials science; Weibull distribution; Composite material; Yarn; Fiber; Lignin; Mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000650748,0.0003298812,0.0002095907,0.0007640342,0.0001712088,0.0002692585,0.0003553055,0.0003705295,0.0004930548],"category_scores_gemma":[0.001454913,0.0001768856,0.0005597253,0.0004420219,0.0002464868,0.0004723625,0.000151226,0.0002623608,0.0001231809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003383129,"about_ca_system_score_gemma":0.0003049335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001377298,"about_ca_topic_score_gemma":0.001496204,"domain_scores_codex":[0.999864,0.00002981529,0.00000874328,0.00003034513,0.0000508099,0.00001633814],"domain_scores_gemma":[0.9990522,0.0006336927,0.0001468556,0.00006378342,0.0000893422,0.0000140797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005301034,0.000104028,0.009596064,0.00009725763,0.00008350585,0.0001400627,0.00008190038,0.8925595,0.07071821,0.00454764,0.0001134375,0.02190549],"study_design_scores_gemma":[8.901082e-7,0.00002469418,0.001929334,0.000001478235,0.000004241171,0.00001874048,0.00000597082,0.9938422,0.00367445,0.0004285316,0.00006447538,0.000004971234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7767048,0.0001860602,0.2210136,0.00008564734,0.000006488852,0.0000326353,0.0001766874,0.0002136483,0.001580401],"genre_scores_gemma":[0.9892644,0.00008513445,0.0101144,0.000007174329,0.000003966717,0.00002427894,0.0001041148,0.00001678803,0.0003797534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001377298,"threshold_uncertainty_score":0.003441513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1848604711956605,"score_gpt":0.3909436718835999,"score_spread":0.2060832006879394,"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."}}