{"id":"W4363675722","doi":"10.1016/j.biopsych.2023.02.344","title":"104. Effect of Pre- To Post-Injury White Matter Changes on Behavioral Problems After Concussion in Children","year":2023,"lang":"en","type":"article","venue":"Biological Psychiatry","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Addiction and Mental Health; Holland Bloorview Kids Rehabilitation Hospital; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Aggression; Concussion; Anxiety; Depression (economics); Psychology; White matter; Clinical psychology; Poison control; Developmental psychology; Injury prevention; Medicine; Psychiatry; Medical emergency; Magnetic resonance imaging","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":[0.0005845972,0.0003600001,0.0004911993,0.0003565142,0.0004619281,0.0002728101,0.0004190934,0.0006169001,0.004141415],"category_scores_gemma":[0.003927619,0.0001645284,0.00100925,0.0005102088,0.0003671981,0.0004225083,0.0003139398,0.0008586691,0.0003891543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004192345,"about_ca_system_score_gemma":0.0006165043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01611242,"about_ca_topic_score_gemma":0.02610059,"domain_scores_codex":[0.9997105,0.00007298262,0.0000297538,0.00004387679,0.00004140206,0.0001014788],"domain_scores_gemma":[0.998199,0.0007225049,0.000283838,0.00009687819,0.000138522,0.0005592309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08368577,0.0122411,0.8446124,0.0003735115,0.001849708,0.001849214,0.000652686,0.0007005177,0.01040114,0.0001450767,0.002009352,0.04147946],"study_design_scores_gemma":[0.0001841097,0.008933693,0.9894831,0.00001270513,0.0001933821,0.00009213473,0.0001246724,0.00005444598,0.0006803788,0.00001441157,0.0002208472,0.00000619129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984035,0.0003193172,0.00002477522,0.00008233698,0.00004145011,0.00001929949,0.0002284472,0.00000532677,0.0008755273],"genre_scores_gemma":[0.9979308,0.0001867768,0.0000649172,0.00005925656,0.00002355416,0.00001610379,0.000354201,0.000004096637,0.00136038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01611242,"threshold_uncertainty_score":0.03203726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03509017633213003,"score_gpt":0.3580888482034059,"score_spread":0.3229986718712759,"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."}}