{"id":"W2907954411","doi":"10.1177/1754337118819337","title":"Interaction of external head impact parameters on region and volume of strain for collisions in sport","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part P Journal of Sports Engineering and Technology","topic":"Automotive and Human Injury Biomechanics","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hybrid III; Strain (injury); Volume (thermodynamics); Pendulum; Concussion; Head (geology); Compliance (psychology); Collision; Mechanics; Geodesy; Environmental science; Physics; Structural engineering; Geology; Materials science; Anatomy; Poison control; Medicine; Engineering; Psychology; Geomorphology; Computer science; Injury prevention","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":[0.0002123821,0.0003601189,0.0002744492,0.0004567748,0.0001994549,0.0004532712,0.0002232266,0.0002879537,0.001557569],"category_scores_gemma":[0.001250819,0.0001723499,0.0002650417,0.0002386318,0.0003187429,0.0002430097,0.0004446228,0.000166473,0.000191926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002051766,"about_ca_system_score_gemma":0.000202697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001292892,"about_ca_topic_score_gemma":0.002022465,"domain_scores_codex":[0.9998148,0.00002886224,0.00001751218,0.00003047902,0.00007038278,0.00003790759],"domain_scores_gemma":[0.9994872,0.0002563671,0.00012147,0.00003131614,0.00006494674,0.00003876986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00345323,0.0008107544,0.3162509,0.0003095747,0.0001701801,0.001878462,0.0005837874,0.0741476,0.540956,0.0002845204,0.0002389925,0.06091599],"study_design_scores_gemma":[0.0000266654,0.003500539,0.8343846,0.00002648684,0.00009566757,0.001174377,0.0008292728,0.03511206,0.1239903,0.0003177202,0.0004855107,0.00005688467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988471,0.00002450971,0.0008451826,0.00000502205,0.000001315495,0.000008086838,0.00003250097,0.00001075363,0.0002255741],"genre_scores_gemma":[0.9994094,0.00002696361,0.0003193681,0.000004998929,8.584419e-7,0.000006850799,0.000058553,0.000006383552,0.0001666746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001557569,"threshold_uncertainty_score":0.005210578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635915681217055,"score_gpt":0.2711261024778452,"score_spread":0.2547669456656747,"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."}}