{"id":"W4404430796","doi":"10.1080/10255842.2024.2422928","title":"A comparison of head impact characteristics during elite men’s Rugby Union fifteens and sevens match play","year":2024,"lang":"en","type":"article","venue":"Computer Methods in Biomechanics & Biomedical Engineering","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Head (geology); Elite; Political science; Geology; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002244118,0.0003521649,0.0009683783,0.001211098,0.000036983,0.00006627274,0.0002199316,0.0003266264,0.00007025123],"category_scores_gemma":[0.0002281949,0.0003056875,0.0001564394,0.001288432,0.0001266639,0.00009300029,0.0003391581,0.000829839,0.000006395848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002948409,"about_ca_system_score_gemma":0.0001204975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002347893,"about_ca_topic_score_gemma":4.096258e-7,"domain_scores_codex":[0.9971048,0.000209513,0.0009691093,0.0005321392,0.000557378,0.0006270098],"domain_scores_gemma":[0.9981812,0.0008006195,0.00008210338,0.0004237679,0.00006732949,0.0004449751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008333954,0.000270406,0.0004829613,0.003835398,0.0002974693,0.0002097418,0.002346978,0.00003545625,0.608016,0.0005370068,0.0001603587,0.383725],"study_design_scores_gemma":[0.0009999287,0.0005168266,0.01640947,0.00280938,0.00006228074,0.0003080428,0.00006994701,0.9647492,0.01175897,0.0001318848,0.001866296,0.000317817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3837319,0.001067549,0.6135093,0.0003527103,0.0006858944,0.0003703575,0.0000609697,0.0002070185,0.00001425617],"genre_scores_gemma":[0.6837555,0.0001836977,0.3155845,0.00001891719,0.0002815501,0.00002351584,0.000058904,0.00007174686,0.00002168972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9647137,"threshold_uncertainty_score":0.9999395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05275604598600716,"score_gpt":0.4457553914928346,"score_spread":0.3929993455068275,"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."}}