{"id":"W2037355542","doi":"10.1002/pc.20849","title":"A comparative analysis of a modified picture frame test for characterization of woven fabrics","year":2009,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Textile materials and evaluations","field":"Materials Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Université du Québec à Trois-Rivières; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Materials science; Structural engineering; Normalization (sociology); Finite element method; Frame (networking); Woven fabric; Deformation (meteorology); Composite material; Test method; Computer science; Mathematics; Engineering; Statistics","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":[0.0001282908,0.0001115988,0.0004786256,0.0001827942,0.00006188489,0.00003770184,0.0001607276,0.00005324673,0.0001966014],"category_scores_gemma":[0.00003226544,0.00009702444,0.0001151331,0.0004314519,0.00005256906,0.0001037015,0.00001973763,0.00002337358,0.000004239802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001114875,"about_ca_system_score_gemma":0.00002411512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002430471,"about_ca_topic_score_gemma":0.000004205758,"domain_scores_codex":[0.9990871,0.00004568981,0.0003864353,0.0001716754,0.000172031,0.0001370511],"domain_scores_gemma":[0.9990924,0.000185665,0.0003253053,0.0001905611,0.0001702628,0.00003580265],"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":[0.00005341198,0.0001802371,0.0005057717,0.00001611309,0.00006809925,6.407146e-8,0.001286335,0.0005451621,0.9959816,0.00126349,0.00001030558,0.00008936296],"study_design_scores_gemma":[0.0002185586,0.0001572571,0.05444335,0.00001608377,0.0004599124,2.673989e-7,0.00002973596,0.01244222,0.9319024,0.0002255623,0.00001193371,0.00009268107],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871385,0.00008204154,0.01137348,0.0001674312,0.00007527684,0.0002491855,0.0007501444,0.00002678307,0.0001371906],"genre_scores_gemma":[0.9985755,0.00000230603,0.0009446404,0.00008998274,0.00003509418,0.00001840196,0.0002771097,0.000004401476,0.00005256378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06407921,"threshold_uncertainty_score":0.3956542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03074080101232225,"score_gpt":0.2999934745716586,"score_spread":0.2692526735593364,"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."}}