{"id":"W3195109226","doi":"10.1002/hbm.25630","title":"Noninvasive magnetic resonance imaging techniques in mild traumatic brain injury research and diagnosis","year":2021,"lang":"en","type":"review","venue":"Human Brain Mapping","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal Neurological Institute and Hospital; McGill University","funders":"","keywords":"Concussion; Neuroimaging; Traumatic brain injury; Susceptibility weighted imaging; Magnetic resonance imaging; Functional magnetic resonance imaging; Diffusion MRI; Diffuse axonal injury; White matter; Neuroscience; Medicine; Psychology; Functional imaging; Physical medicine and rehabilitation; Poison control; Radiology; Injury prevention; Psychiatry","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00679907,0.0008680396,0.003477165,0.003304506,0.0005313058,0.0003636871,0.0007560147,0.0005896959,0.0006598183],"category_scores_gemma":[0.004030532,0.0008504897,0.0004335617,0.002870718,0.001014201,0.0002070151,0.000812694,0.003709358,0.00006961115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009030454,"about_ca_system_score_gemma":0.0009096513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001808875,"about_ca_topic_score_gemma":0.0001018756,"domain_scores_codex":[0.9910387,0.002223946,0.001909226,0.001724627,0.001485176,0.00161832],"domain_scores_gemma":[0.9903753,0.006904868,0.0003066013,0.001601113,0.0003913038,0.000420804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009634708,0.0002405496,0.0005544989,0.03690428,0.00005577312,0.001260791,0.001474639,6.079089e-9,0.00005366931,0.0008802474,0.03539411,0.9231718],"study_design_scores_gemma":[0.0006039786,0.0003580445,0.002021714,0.1858259,0.00008896557,0.0005225555,0.001005038,0.000007596947,0.00001046673,0.0008277557,0.8080661,0.0006618482],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005813934,0.9875262,0.00001687144,0.003486816,0.00006064032,0.004695698,0.00005017824,0.0001979117,0.003384272],"genre_scores_gemma":[0.0001938457,0.9884709,0.002506866,0.0007086487,0.0004283211,0.003737126,0.0001818533,0.0002943743,0.003478105],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.92251,"threshold_uncertainty_score":0.9993946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3044698416251244,"score_gpt":0.4720704326363389,"score_spread":0.1676005910112145,"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."}}