{"id":"W2977836980","doi":"10.29173/aar64","title":"Design of a Braided Composite Badminton Racket on Solidworks","year":2019,"lang":"en","type":"article","venue":"Alberta Academic Review","topic":"3D Shape Modeling and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Kevlar; Braid; Ellipse; Mandrel; Composite material; Racket; Materials science; Thermoplastic; Structural engineering; Engineering drawing; Composite number; Engineering; Mechanical engineering; Swing; Geometry; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003679695,0.0001896094,0.0005970154,0.00006796799,0.00001553637,0.000005535093,0.0002815952,0.0001545484,0.0003242384],"category_scores_gemma":[0.00005984222,0.0001604067,0.0001578589,0.0002603268,0.000012832,0.00007409518,0.00002328095,0.0004506131,0.0008390416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002607085,"about_ca_system_score_gemma":0.00001236705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000022777,"about_ca_topic_score_gemma":0.000001015048,"domain_scores_codex":[0.9988067,0.00007889589,0.0005115437,0.0002062556,0.0001777882,0.0002188298],"domain_scores_gemma":[0.9990644,0.0003833848,0.00009230767,0.0003598801,0.00002779831,0.0000722099],"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":[0.00005057175,0.00007751589,0.002366984,0.0159975,0.0009605658,0.00000496395,0.0006510196,0.7794799,0.02667825,0.0006873735,0.063098,0.1099474],"study_design_scores_gemma":[0.0007017343,0.0001322504,0.0001227147,0.03327724,0.0007516309,0.00002125285,0.00001050394,0.9276254,0.007090985,0.0003831998,0.02890739,0.0009756578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1871585,0.6846672,0.08624811,0.003816181,0.0008805591,0.003114441,0.00001096487,0.0004914089,0.03361263],"genre_scores_gemma":[0.8316003,0.1648482,0.00052028,0.001367955,0.00004875528,0.00002192697,0.0000176708,0.00004713979,0.00152772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6444419,"threshold_uncertainty_score":0.9999389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02080155551584735,"score_gpt":0.2631980990762131,"score_spread":0.2423965435603657,"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."}}