{"id":"W3162959247","doi":"10.1177/17543371211016596","title":"Comparison of dynamic response and maximum principal strain of diagnosed concussion in professional men’s rugby league","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Concussion; League; Physical medicine and rehabilitation; Incidence (geometry); Physical therapy; Head injury; Head (geology); Medicine; Angular acceleration; Acceleration; Poison control; Psychology; Injury prevention; Surgery; Mathematics; Emergency medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002452958,0.0003470178,0.0002602582,0.001827108,0.0002102154,0.0004358218,0.0002227315,0.0004868381,0.001375288],"category_scores_gemma":[0.001881887,0.0002313372,0.0002495397,0.0004737602,0.0002613358,0.0001954416,0.0004371014,0.0001562831,0.0002936247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002677525,"about_ca_system_score_gemma":0.000139306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008837142,"about_ca_topic_score_gemma":0.01228175,"domain_scores_codex":[0.999751,0.0000483317,0.00002627932,0.00004772149,0.00007251532,0.00005409209],"domain_scores_gemma":[0.9995582,0.0001022903,0.0001463058,0.00002352328,0.00008646271,0.00008318059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001279124,0.0001962954,0.9515197,0.00007953822,0.0001553115,0.001347331,0.0007416369,0.002437707,0.0195638,0.00007044519,0.0003064924,0.02230261],"study_design_scores_gemma":[0.000002949276,0.0001723395,0.9979372,0.000006135445,0.000007954734,0.0003716737,0.0001634909,0.0007409813,0.0004872579,0.000008610547,0.00009673766,0.000004671978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993746,0.00007007291,0.0001432502,0.000008273983,0.000001625876,0.00000516647,0.0001068637,0.000004708334,0.000285465],"genre_scores_gemma":[0.99926,0.00005755338,0.000130427,0.000005897334,0.000003098458,0.000006736726,0.0002924673,0.000002179291,0.0002416085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008837142,"threshold_uncertainty_score":0.01757139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01825498774818084,"score_gpt":0.3003656824081063,"score_spread":0.2821106946599255,"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."}}