{"id":"W4367625667","doi":"10.1002/hbm.26321","title":"Associations between psychological resilience and metrics of white matter microstructure in pediatric concussion","year":2023,"lang":"en","type":"article","venue":"Human Brain Mapping","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Children's Hospital of Eastern Ontario; University of Ottawa","funders":"Canadian Institutes of Health Research; Physicians' Services Incorporated Foundation","keywords":"White matter; Concussion; Psychology; Resilience (materials science); Psychological resilience; Clinical psychology; Developmental psychology; Poison control; Injury prevention; Medicine; Medical emergency; Social psychology; Magnetic resonance imaging; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001074781,0.0001058087,0.0003361187,0.0008756964,0.0001655267,0.000018482,0.0001278563,0.0001579774,0.0001574262],"category_scores_gemma":[0.0007999326,0.00008983479,0.00004442204,0.001831536,0.0001085099,0.00005655589,0.0001483508,0.0003807855,0.00003806464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005435135,"about_ca_system_score_gemma":0.00002247668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001091725,"about_ca_topic_score_gemma":0.000003794524,"domain_scores_codex":[0.9984674,0.0001404167,0.000436405,0.0002958769,0.0003533769,0.0003065132],"domain_scores_gemma":[0.9988505,0.0006444824,0.0001241397,0.0002286629,0.00006118882,0.00009103739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000654938,0.00001856173,0.9786052,0.000120181,0.000008592305,0.00001138085,0.001375783,0.000001583856,0.008589108,0.00008158627,0.01088613,0.0002953844],"study_design_scores_gemma":[0.0007963843,0.00007629918,0.9975812,0.000069243,0.00001229089,0.000004949037,0.0002208531,0.00002580867,0.00002267678,0.001027527,0.00007950455,0.00008329933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940382,0.00004377243,0.00008536065,0.004138452,0.000030405,0.0003253222,0.00003362232,0.00004928244,0.001255635],"genre_scores_gemma":[0.9978896,0.00001303611,0.0006620299,0.000307083,0.0001164009,0.000008045216,0.0000606553,0.00001437185,0.0009288288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.018976,"threshold_uncertainty_score":0.3663356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1038222520435933,"score_gpt":0.3910269784625552,"score_spread":0.2872047264189619,"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."}}