{"id":"W2980498853","doi":"10.21037/qims.2019.09.08","title":"Imaging of glutamate in acute traumatic brain injury using chemical exchange saturation transfer","year":2019,"lang":"en","type":"article","venue":"Quantitative Imaging in Medicine and Surgery","topic":"Lanthanide and Transition Metal Complexes","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Guangdong Medical Research Foundation; National Natural Science Foundation of China","keywords":"Magnetic resonance imaging; Medicine; Traumatic brain injury; Cognition; Montreal Cognitive Assessment; Glutamate receptor; Magnetization transfer; White matter; Internal medicine; Effects of sleep deprivation on cognitive performance; Anesthesia; Cognitive impairment; Psychiatry; Radiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001285573,0.0001446322,0.0005085855,0.0004033476,0.00002360833,0.00001841373,0.00006291067,0.0000239953,0.0002066377],"category_scores_gemma":[0.0001083706,0.0001175221,0.00004458655,0.000321836,0.0002007684,0.0004582239,0.00001302125,0.0001088913,0.000006433547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002421194,"about_ca_system_score_gemma":0.00003248849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004463238,"about_ca_topic_score_gemma":0.00002272134,"domain_scores_codex":[0.9985605,0.0002040252,0.0005257985,0.0002555463,0.0002210209,0.0002331487],"domain_scores_gemma":[0.999011,0.0007178861,0.00007269852,0.0001071294,0.00005189483,0.00003933838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001024192,0.00002635286,0.03304847,0.0002278996,0.000004958007,0.00002986543,0.004147107,0.000006015103,0.9611121,0.000494355,0.0000656293,0.0007348457],"study_design_scores_gemma":[0.005564222,0.0002333312,0.1817511,0.008967459,0.0002125887,0.0002302727,0.01817625,0.06656245,0.7073008,0.009295397,0.0001847273,0.001521335],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951646,0.000840465,0.002128302,0.001384121,0.00019054,0.0001700352,0.00001304779,0.00001735856,0.00009153655],"genre_scores_gemma":[0.9983302,0.00007477116,0.001018767,0.00051775,0.00002024046,0.000005093199,0.00001599095,0.00001275702,0.000004463156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2538112,"threshold_uncertainty_score":0.4792413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05905983358878603,"score_gpt":0.3358154539063657,"score_spread":0.2767556203175797,"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."}}