{"id":"W1987585834","doi":"10.1002/pc.23427","title":"Two‐dimensional long‐flexible fiber simulation in simple shear flow","year":2015,"lang":"en","type":"article","venue":"Polymer Composites","topic":"Composite Material Mechanics","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Simple shear; Compression molding; Shear (geology); Composite material; Shear flow; Flow (mathematics); Fiber; Orientation (vector space); Molding (decorative); Simple (philosophy); Mechanics; Geometry; Mathematics; Physics","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":[0.0001046872,0.0001962045,0.0002146215,0.0001622664,0.00003441226,0.00006541569,0.0001389901,0.00006634774,0.0003580549],"category_scores_gemma":[0.000009940183,0.0002139108,0.00004284921,0.0002369845,0.00001451098,0.0001814407,0.0000899396,0.0001177923,0.0004502827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008931328,"about_ca_system_score_gemma":0.00001841765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001051465,"about_ca_topic_score_gemma":0.00001924742,"domain_scores_codex":[0.9989616,0.00003874193,0.0002660699,0.0001945096,0.0002300292,0.0003089951],"domain_scores_gemma":[0.999456,0.00009500395,0.00002316054,0.0002430939,0.00004104364,0.0001417087],"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":[0.00004258467,0.00003448303,0.0007103775,0.00001666167,0.00001537787,0.00001208025,0.0001283099,0.9067656,0.0902322,0.000119884,0.0003752812,0.001547203],"study_design_scores_gemma":[0.0006265839,0.00003434875,0.0003762895,0.00002373194,0.000009965951,0.000007943119,0.00000467462,0.7520788,0.2457796,0.0003539931,0.0004829501,0.0002210811],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992799,0.001435139,0.002015297,0.00005981166,0.0006516701,0.0001991436,0.00002004299,0.0005019224,0.002318004],"genre_scores_gemma":[0.9971458,8.771156e-7,0.002339047,0.00006854756,0.0001654441,0.00001101518,0.00007261489,0.00005231484,0.0001443303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1555474,"threshold_uncertainty_score":0.8723028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02076678555268512,"score_gpt":0.2539517908527915,"score_spread":0.2331850053001063,"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."}}