{"id":"W4377047568","doi":"10.1089/neur.2023.0001","title":"7T MRI Versus 3T MRI of the Brain in Professional Fighters and Patients With Head Trauma","year":2023,"lang":"en","type":"article","venue":"Neurotrauma Reports","topic":"Traumatic Brain Injury Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care","funders":"Cleveland Clinic; Lincy Foundation","keywords":"Medicine; Magnetic resonance imaging; White matter; Nuclear medicine; Susceptibility weighted imaging; Kappa; Head trauma; Head injury; Radiology; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0004969026,0.0001888493,0.0003482479,0.0002269758,0.0000853765,0.00001477552,0.0001174671,0.0001013763,0.00008698583],"category_scores_gemma":[0.0004466897,0.0001177042,0.00007279481,0.000801579,0.0002476569,0.00009329883,0.0001153327,0.0004566009,0.000006678062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004979815,"about_ca_system_score_gemma":0.0001727975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005966569,"about_ca_topic_score_gemma":0.0001028391,"domain_scores_codex":[0.997384,0.0001517314,0.000562856,0.0004644391,0.001032792,0.0004041916],"domain_scores_gemma":[0.9984609,0.0004070688,0.0002092143,0.0006580664,0.0001125094,0.0001521928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00271863,0.0005971012,0.9563102,0.0004779836,0.00008085262,0.001351148,0.001642749,0.00002902145,0.0008499599,0.00007232524,0.02084241,0.01502762],"study_design_scores_gemma":[0.003925562,0.0007032979,0.9911945,0.0004031709,0.00002005094,0.0001065344,0.0001375225,0.0001017054,0.0009096681,0.00009111873,0.002294599,0.000112304],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899384,0.00001269431,0.000001621794,0.005733687,0.0008399301,0.001498564,0.00001168939,0.00006282246,0.001900602],"genre_scores_gemma":[0.9980978,0.000004525386,0.0001150245,0.0002487748,0.00003995247,0.00009141244,0.00002584548,0.00004143429,0.001335234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03488427,"threshold_uncertainty_score":0.4799839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06278617734537709,"score_gpt":0.3507004500251641,"score_spread":0.2879142726797871,"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."}}