{"id":"W2789304101","doi":"10.1177/0731684418754360","title":"Mechanical characterisation and modelling of randomly oriented strand architecture and their hybrids – A general review","year":2018,"lang":"en","type":"review","venue":"Journal of Reinforced Plastics and Composites","topic":"Mechanical Behavior of Composites","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Formability; Materials science; Aerospace; Stiffness; Composite material; Automotive industry; Isotropy; Mechanical engineering; Fibre-reinforced plastic; Structural engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003453534,0.0004236907,0.001996149,0.0002002861,0.00005342266,0.00006191264,0.0001570098,0.0001973418,0.000007943749],"category_scores_gemma":[0.00004727509,0.0002876456,0.0002489125,0.0001174213,0.00006974675,0.00009788498,0.00006847408,0.0005241099,3.445425e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001849724,"about_ca_system_score_gemma":0.00003673009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.402303e-7,"about_ca_topic_score_gemma":2.070581e-7,"domain_scores_codex":[0.9981071,0.0000731529,0.001238623,0.0001683695,0.0002232619,0.0001894947],"domain_scores_gemma":[0.9983346,0.0005342626,0.0006094759,0.0001511942,0.0001642794,0.0002061121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000818482,0.00007870773,0.00001061358,0.2236069,0.003132812,0.00008840238,0.0004541503,0.01095052,0.01580497,0.003104769,0.0005229203,0.7414268],"study_design_scores_gemma":[0.00541571,0.003018208,0.000008176475,0.2610745,0.009103574,0.004692419,0.00001974769,0.4059633,0.004636013,0.0004979387,0.3033322,0.002238178],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.008582013,0.8862368,0.1046026,0.000008967612,0.0001638804,0.0003276806,0.00005167705,0.00001647995,0.000009900149],"genre_scores_gemma":[0.002206128,0.9927566,0.004777658,0.00001200973,0.0001621983,0.00000437898,0.00003167721,0.00004027983,0.000009066716],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7391886,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02367381199343921,"score_gpt":0.2430801631581647,"score_spread":0.2194063511647255,"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."}}