{"id":"W4392750945","doi":"10.1186/s40621-024-00493-6","title":"R2DRV: study protocol for longitudinal assessment of driving after mild TBI in young drivers","year":2024,"lang":"en","type":"article","venue":"Injury Epidemiology","topic":"Older Adults Driving Studies","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"Ohio State University; National Institute of Child Health and Human Development; College of Arts and Sciences, University of Alabama at Birmingham; University of Alabama; Eunice Kennedy Shriver National Institute of Child Health and Human Development; University of Alabama at Birmingham","keywords":"Biostatistics; Medicine; Poison control; Injury prevention; Protocol (science); Occupational safety and health; Human factors and ergonomics; Suicide prevention; Longitudinal study; Epidemiology; Medical emergency; Pathology","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":[0.005424236,0.0003042532,0.001068323,0.0003689025,0.0002444714,0.000004627485,0.0002659016,0.0002623234,0.0002004113],"category_scores_gemma":[0.002453475,0.0002438733,0.0001714276,0.0003120568,0.0001707071,0.0001465541,0.0003798101,0.0009175931,0.00003591003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004174405,"about_ca_system_score_gemma":0.0003140144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005429189,"about_ca_topic_score_gemma":0.008718806,"domain_scores_codex":[0.9943144,0.002123951,0.001715948,0.0007692471,0.0001595352,0.000916955],"domain_scores_gemma":[0.9916484,0.007296801,0.0003429823,0.0004601669,0.0001650476,0.00008665213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007806618,0.0002319785,0.9861922,0.001013259,0.0001445747,0.00001014075,0.002612909,0.00001719869,0.00003582013,0.0006563457,0.008519529,0.00048803],"study_design_scores_gemma":[0.001197926,0.0008109404,0.9886741,0.001278518,0.00004887658,8.299912e-7,0.001670543,0.001029279,0.000004120543,0.001639448,0.003440265,0.0002051324],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7184739,0.00004142813,0.00307882,0.002844729,0.001969086,0.2716664,0.00006279267,0.000235969,0.001626854],"genre_scores_gemma":[0.6172187,0.000003608928,0.001881665,0.0001523394,0.0002164967,0.3801485,0.000002683329,0.00003151036,0.0003444614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1084821,"threshold_uncertainty_score":0.9944866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1679676316519984,"score_gpt":0.5821143644510337,"score_spread":0.4141467327990354,"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."}}