{"id":"W3000880591","doi":"10.1089/neu.2019.6805","title":"Comparison of Methods for Classifying Persistent Post-Concussive Symptoms in Children","year":2020,"lang":"en","type":"article","venue":"Journal of Neurotrauma","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; Alberta Children's Hospital; University of Calgary","funders":"National Institute of Neurological Disorders and Stroke; National Institute of General Medical Sciences; National Institutes of Health","keywords":"Traumatic brain injury; Concussion; Medicine; Pediatrics; Scrutiny; Injury prevention; Poison control; Psychology; Psychiatry; Emergency medicine","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":[0.05485636,0.001374643,0.00123439,0.00421861,0.0006904191,0.002155053,0.001808404,0.00154811,0.001013485],"category_scores_gemma":[0.1120564,0.0006452355,0.00257471,0.002134932,0.001078741,0.001679584,0.001837621,0.001324383,0.0004158581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001830356,"about_ca_system_score_gemma":0.00187343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006236952,"about_ca_topic_score_gemma":0.007894341,"domain_scores_codex":[0.9494529,0.02875441,0.006429835,0.003740142,0.01094936,0.0006733816],"domain_scores_gemma":[0.8769194,0.08307231,0.01303961,0.006253408,0.01963416,0.001081159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006732936,0.0004614186,0.8436511,0.001912697,0.004276909,0.00005677059,0.002741385,0.002423189,0.0008089638,0.000606126,0.001694222,0.1346343],"study_design_scores_gemma":[0.0005810252,0.005873858,0.966687,0.0009249789,0.001649382,0.0004083332,0.001792162,0.01575163,0.002175381,0.0009482023,0.003027027,0.0001810441],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9468032,0.01746612,0.02569594,0.000437439,0.0005801918,0.002508326,0.002210301,0.0002187518,0.004079836],"genre_scores_gemma":[0.9337701,0.005849257,0.05308166,0.0002602976,0.0001782536,0.002921528,0.002665776,0.000134232,0.001138933],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05485636,"threshold_uncertainty_score":0.2901116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2967438922337232,"score_gpt":0.4948755956939895,"score_spread":0.1981317034602663,"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."}}