{"id":"W4210845950","doi":"10.1016/j.nicl.2022.102955","title":"FLAIR MRI biomarkers of the normal appearing brain matter are related to cognition","year":2022,"lang":"en","type":"article","venue":"NeuroImage Clinical","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Heart Institute; St. Michael's Hospital; Université de Montréal; University of Toronto; Toronto Metropolitan University","funders":"National Institute on Aging; Canadian Institutes of Health Research; Canada Foundation for Innovation; National Institutes of Health; Natural Sciences and Engineering Research Council of Canada; Alzheimer's Disease Neuroimaging Initiative; U.S. Department of Defense","keywords":"Fluid-attenuated inversion recovery; White matter; Kurtosis; Biomarker; Diffusion MRI; Magnetic resonance imaging; Brain size; Fractional anisotropy; Psychology; Voxel-based morphometry; Medicine; Nuclear medicine; Internal medicine; Pathology; Radiology; Chemistry; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001400088,0.000836011,0.0006873017,0.002407039,0.0002191644,0.0008073185,0.0003631783,0.0005550528,0.0006639469],"category_scores_gemma":[0.002635486,0.0001590935,0.0004523012,0.0009321967,0.0003280909,0.0006849643,0.000500333,0.0003642512,0.000269603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003137621,"about_ca_system_score_gemma":0.0003210987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001949282,"about_ca_topic_score_gemma":0.002853771,"domain_scores_codex":[0.999674,0.00006321878,0.00003150936,0.00009627036,0.00007821277,0.00005696893],"domain_scores_gemma":[0.9988519,0.0001963434,0.0005116338,0.00008388297,0.0002739074,0.00008235039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001804831,0.0002328905,0.6871113,0.000472286,0.001242645,0.0004806757,0.0004114393,0.004985198,0.1619226,0.0005274837,0.001114807,0.1396939],"study_design_scores_gemma":[0.00002026562,0.0006331812,0.976386,0.00003090925,0.0002060777,0.0006682486,0.00009713491,0.006341106,0.01375362,0.000875045,0.0009538597,0.00003454325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829336,0.001520365,0.01304574,0.0001117243,0.00001715665,0.00008144438,0.0009779204,0.0001425632,0.001169585],"genre_scores_gemma":[0.9901994,0.0003434259,0.008302056,0.00005519989,0.00003391102,0.00006174328,0.0005966303,0.00001141584,0.0003962429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002407039,"threshold_uncertainty_score":0.007404447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07843850859328935,"score_gpt":0.4004468529084892,"score_spread":0.3220083443151999,"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."}}