{"id":"W2715167793","doi":"10.3174/ajnr.a5254","title":"Volumetric Analysis from a Harmonized Multisite Brain MRI Study of a Single Subject with Multiple Sclerosis","year":2017,"lang":"en","type":"article","venue":"American Journal of Neuroradiology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Brookhaven National Laboratory; National Institute on Aging; National Institutes of Health; Race to Erase MS; EMD Serono; University of Pennsylvania; Biogen; University of Toronto; Brigham and Women's Hospital; National Institute of Biomedical Imaging and Bioengineering; Vertex Pharmaceuticals; Genentech; European Committee for Treatment and Research in Multiple Sclerosis; Yale University; National Institute of Neurological Disorders and Stroke; Teva Pharmaceutical Industries; Henry M. Jackson Foundation; Government of Canada; Cedars-Sinai Medical Center; Multiple Sclerosis Society of Canada; Johns Hopkins University; Bill and Melinda Gates Foundation","keywords":"Medicine; Multiple sclerosis; Fluid-attenuated inversion recovery; Nuclear medicine; Neuroimaging; Lesion; Magnetic resonance imaging; Mri scan; Radiology; Pathology","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":[0.001780527,0.0003654726,0.0004588486,0.00150986,0.0002762058,0.0005958347,0.0004153782,0.0004571368,0.0009200663],"category_scores_gemma":[0.003569418,0.0001966045,0.0004811081,0.000814858,0.0003676798,0.0002486747,0.000602318,0.0002207598,0.0002647816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003323463,"about_ca_system_score_gemma":0.0003446336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002019049,"about_ca_topic_score_gemma":0.003676844,"domain_scores_codex":[0.9993813,0.0001501397,0.00005964971,0.0002200196,0.0001504399,0.00003833268],"domain_scores_gemma":[0.9982347,0.0003923449,0.0002923141,0.0005940372,0.0004159081,0.00007068229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004457125,0.0008785471,0.5574598,0.0007575291,0.002217124,0.003283309,0.004059634,0.02853194,0.1868001,0.0007775698,0.005745058,0.2050322],"study_design_scores_gemma":[0.0001074409,0.0008647513,0.9648247,0.00003284779,0.0003238024,0.005132865,0.0005162173,0.01461059,0.01033923,0.0007200217,0.002460679,0.00006682991],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867347,0.0002082294,0.009791623,0.00003763687,0.00001214748,0.0001481412,0.00196204,0.0002635129,0.0008420203],"genre_scores_gemma":[0.9916981,0.00004928785,0.005269657,0.00002346051,0.00001744568,0.00008485751,0.002601818,0.00009055625,0.0001648049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002019049,"threshold_uncertainty_score":0.009416401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07677618931898572,"score_gpt":0.3204741615260669,"score_spread":0.2436979722070812,"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."}}