{"id":"W4307464952","doi":"10.32920/21428754","title":"Design and Analysis of Electronic Head Protector for Taekwondo Sports","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Sports Performance and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Inertial measurement unit; Gyroscope; Accelerometer; Robustness (evolution); Computer science; Artificial intelligence; Simulation; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006158098,0.0007015831,0.0004991885,0.0007411636,0.0004571187,0.0007433221,0.001101614,0.0005901159,0.006149071],"category_scores_gemma":[0.0007726906,0.0003699959,0.0005363756,0.0002104985,0.0002826494,0.000533192,0.0006046679,0.0002585496,0.001483006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005583157,"about_ca_system_score_gemma":0.0009429964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002033705,"about_ca_topic_score_gemma":0.001932118,"domain_scores_codex":[0.999331,0.00008999129,0.00002657582,0.0001099769,0.0003589761,0.00008358692],"domain_scores_gemma":[0.9995617,0.00005636595,0.00007712316,0.00004674131,0.0002282586,0.00002976072],"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":[0.001189716,0.0003135936,0.01115497,0.001183616,0.0002236016,0.000615178,0.0003200755,0.2792437,0.366934,0.006903964,0.005957404,0.3259602],"study_design_scores_gemma":[0.0001481385,0.004906447,0.01795966,0.0001228164,0.0003376277,0.0005415934,0.0003728268,0.7732482,0.160887,0.001437473,0.03994804,0.00009009468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2075418,0.0009774836,0.7667922,0.0003993347,0.0001424078,0.0006706688,0.000324829,0.002154009,0.02099729],"genre_scores_gemma":[0.9200651,0.0004495117,0.06207097,0.00009307435,0.00002389089,0.0002896434,0.0002676915,0.0001097141,0.01663036],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006149071,"threshold_uncertainty_score":0.02057076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04195008110200966,"score_gpt":0.3260488755548668,"score_spread":0.2840987944528571,"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."}}