{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006181484,0.0002899451,0.002238323,0.001344449,0.0002623547,0.00005212684,0.0006516252,0.00004965101,0.00004000331],"category_scores_gemma":[0.00487892,0.000207857,0.0004044807,0.001380456,0.001161478,0.0001718084,0.0001971412,0.000521424,0.000003358267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000958599,"about_ca_system_score_gemma":0.00009751802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004997888,"about_ca_topic_score_gemma":0.001160796,"domain_scores_codex":[0.9967358,0.0007587494,0.0008774627,0.0004589013,0.0007053209,0.0004637492],"domain_scores_gemma":[0.993771,0.001905434,0.002224603,0.001029331,0.0007398093,0.0003298924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003365281,0.001354583,0.8813033,0.000008141809,0.004823758,0.0002728908,0.001163358,0.000175271,0.0894308,1.097841e-7,0.0001804047,0.01792215],"study_design_scores_gemma":[0.009202886,0.01801252,0.9668547,0.00005956854,0.001607889,0.00008400434,0.001872241,0.001011099,0.001046065,8.975036e-7,0.00008828122,0.0001598471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996834,0.0001788669,0.0009125053,0.001448728,0.00008919521,0.0004505439,0.00003707975,0.00001564049,0.00003341958],"genre_scores_gemma":[0.9949861,0.0002779264,0.004326698,0.0001771535,0.0001517983,0.00001264464,0.000004252887,0.00003804037,0.00002543317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08838473,"threshold_uncertainty_score":0.8476163,"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."}}