{"id":"W3030697612","doi":"10.1097/htr.0000000000000576","title":"Introducing the ImPACT-5: An Empirically Derived Multivariate Validity Composite","year":2020,"lang":"en","type":"article","venue":"Journal of Head Trauma Rehabilitation","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Cutoff; Concussion; Statistics; Medicine; Mathematics; Poison control; Injury prevention","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":[0.006432337,0.0008846279,0.0005074564,0.004120987,0.0004627474,0.001459821,0.0007614162,0.0005546305,0.002654269],"category_scores_gemma":[0.03370307,0.000225206,0.001229472,0.001705801,0.001094278,0.001579935,0.002361125,0.0009802916,0.0003544078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001110087,"about_ca_system_score_gemma":0.002000162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002540432,"about_ca_topic_score_gemma":0.005258225,"domain_scores_codex":[0.9958376,0.001105962,0.0006266879,0.0003944707,0.001787523,0.0002477012],"domain_scores_gemma":[0.9881806,0.004307204,0.003672294,0.0006327821,0.002764245,0.0004427548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001888561,0.00008920991,0.9510623,0.00009512281,0.0001644669,0.0000320518,0.0002084351,0.00158186,0.0004335784,0.001340914,0.0009027341,0.0439005],"study_design_scores_gemma":[0.00006221483,0.0007715675,0.9769099,0.0002297261,0.0001539114,0.0002761424,0.000351691,0.01317107,0.001806744,0.00319292,0.003023972,0.0000501841],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9332334,0.0005880562,0.04575038,0.0007130528,0.0001821041,0.0006323928,0.002825366,0.000331338,0.01574387],"genre_scores_gemma":[0.978824,0.0001049782,0.01859137,0.00007714749,0.00005534396,0.0003076931,0.001518041,0.00002272315,0.0004987488],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.006432337,"threshold_uncertainty_score":0.03401786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1363210932116001,"score_gpt":0.4284301324213061,"score_spread":0.292109039209706,"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."}}