{"id":"W3162383782","doi":"10.1520/jte20200436","title":"Investigation of an Ice Hockey Helmet Test Protocol Representing Three Concussion Event Types","year":2021,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Concussion; Ice hockey; Hybrid III; Poison control; Test (biology); Engineering; Head injury; Physical medicine and rehabilitation; Forensic engineering; Injury prevention; Medicine; Geology; Surgery; Medical emergency","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00132355,0.0005755424,0.0003384171,0.000944931,0.0003789343,0.0004438383,0.000684186,0.0004652317,0.001576932],"category_scores_gemma":[0.004073187,0.0002529194,0.0002872249,0.0004086504,0.0004395272,0.0002714596,0.0005861564,0.0002701418,0.0003978317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004422001,"about_ca_system_score_gemma":0.0008533396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002823695,"about_ca_topic_score_gemma":0.006967101,"domain_scores_codex":[0.999132,0.0001947488,0.0001138267,0.0001043729,0.0003680917,0.00008698158],"domain_scores_gemma":[0.9981961,0.0004628308,0.0002492739,0.0001640222,0.0008197279,0.0001081087],"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":[0.008071135,0.005799189,0.2369301,0.001147263,0.0002341658,0.001509137,0.002548033,0.1052678,0.4478787,0.001246119,0.002592671,0.1867758],"study_design_scores_gemma":[0.000295248,0.03467819,0.492256,0.000295043,0.0002296065,0.001084476,0.003790063,0.1244681,0.3359452,0.0006255361,0.006138983,0.0001935388],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849048,0.00002810063,0.01214687,0.00002494264,0.00002429417,0.001169162,0.0004141564,0.00008370056,0.001203895],"genre_scores_gemma":[0.9831216,0.00006728986,0.01337697,0.00004709602,0.00000822314,0.001199204,0.0006937511,0.00002542899,0.00146055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002823695,"threshold_uncertainty_score":0.006999671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1266565126094882,"score_gpt":0.392060070881117,"score_spread":0.2654035582716288,"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."}}