{"id":"W4380285878","doi":"10.3389/fspor.2023.1080356","title":"A case-control study of tackle based head impact event (HIE) risk factors from the first three seasons of the National Rugby League Women's competition","year":2023,"lang":"en","type":"article","venue":"Frontiers in Sports and Active Living","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"League; Concussion; Medicine; Demography; Football; Environmental health; Poison control; Political science; Injury prevention; Law; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.0008398957,0.0001391458,0.0003713401,0.0001471711,0.0001811466,0.00001342952,0.0001115334,0.00005407667,0.0001584537],"category_scores_gemma":[0.0005169559,0.00007996689,0.0001016952,0.0004105269,0.000151806,0.00008384096,0.0000556318,0.0003193788,3.169211e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000217304,"about_ca_system_score_gemma":0.0001337354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001410318,"about_ca_topic_score_gemma":0.00074281,"domain_scores_codex":[0.9984911,0.0001518803,0.0002714921,0.0002196022,0.000629858,0.0002360616],"domain_scores_gemma":[0.9983042,0.001065801,0.000230966,0.0002287017,0.0001043981,0.0000659555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002123219,0.0003732523,0.9866607,0.00002915405,0.0002156846,0.00003100734,0.009643216,0.0006446354,0.00002360034,0.000003159347,0.0006732816,0.001489977],"study_design_scores_gemma":[0.001364373,0.0002575227,0.9609227,0.0002733548,0.00006293487,0.000005874697,0.02759196,0.009287736,0.00001929118,0.0001229295,0.00002297279,0.00006839239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975911,0.00003642737,0.0003013753,0.0002849508,0.0001610578,0.001015335,0.0005424003,0.00001498124,0.00005233874],"genre_scores_gemma":[0.999752,0.000006700311,0.00005453342,0.00003474253,0.00005212851,0.00005260544,0.000008790416,0.00001614901,0.00002236927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02573805,"threshold_uncertainty_score":0.3260955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03000249465697851,"score_gpt":0.3028760896562551,"score_spread":0.2728735949992766,"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."}}