{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002390854,0.000223329,0.0003067004,0.001382331,0.0002961216,0.0004388677,0.0002236662,0.0003190347,0.001480581],"category_scores_gemma":[0.0009942685,0.0001696833,0.0002237284,0.0004875154,0.0003177268,0.0001614155,0.0005499288,0.00012159,0.0003099142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002654674,"about_ca_system_score_gemma":0.0002367986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01137665,"about_ca_topic_score_gemma":0.02407924,"domain_scores_codex":[0.9997872,0.00002220815,0.00001931127,0.00004325638,0.00006467816,0.0000634242],"domain_scores_gemma":[0.999607,0.00009779001,0.0001059318,0.00001765202,0.00007874271,0.00009282398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001402312,0.0001768454,0.951049,0.00006519318,0.0001159397,0.0006552988,0.001777879,0.0004125066,0.01884753,0.00008918996,0.000235937,0.02517229],"study_design_scores_gemma":[0.000001022834,0.0001227871,0.9991881,0.000003472451,0.000004703965,0.00009011728,0.0002409464,0.00007923079,0.000196671,0.00000463917,0.00006605369,0.000002177531],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995408,0.00002742395,0.00005249707,0.000003075222,0.000001057645,0.000005115322,0.00008415876,0.000001750805,0.0002840673],"genre_scores_gemma":[0.9991506,0.00003696575,0.0001006441,0.000005385981,0.00000274678,0.00001010095,0.0003668538,0.000001606474,0.0003250082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01137665,"threshold_uncertainty_score":0.02262086,"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."}}