{"id":"W3092996651","doi":"10.1038/s41598-020-70297-3","title":"HARDI-ZOOMit protocol improves specificity to microstructural changes in presymptomatic myelopathy","year":2020,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"National Institute of Neurological Disorders and Stroke; Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Institut de Valorisation des Données; Agentura Pro Zdravotnický Výzkum České Republiky; Univerzita Palackého v Olomouci; Ministerstvo Školství, Mládeže a Tělovýchovy; Vysoké Učení Technické v Brně; Foundation for the National Institutes of Health; Ministerstvo Zdravotnictví Ceské Republiky; National Institutes of Health; Canada First Research Excellence Fund; Canada Research Chairs; Government of Canada; Central European Institute of Technology; National Institute of Biomedical Imaging and Bioengineering; Fonds de Recherche du Québec - Santé; University of Pennsylvania Health System; University of Pennsylvania","keywords":"Medicine; White matter; Diffusion MRI; Voxel; Magnetic resonance imaging; Spinal cord; Neuroradiology; Reproducibility; Nuclear medicine; Radiology; Neurology","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":[0.0009347795,0.0006510814,0.0004067667,0.0008233548,0.0002688004,0.0007433833,0.0003936971,0.0006581569,0.002169193],"category_scores_gemma":[0.003085619,0.0003552819,0.0001828496,0.0002330881,0.0003210742,0.0007578774,0.0007394799,0.000491923,0.0003611954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002152341,"about_ca_system_score_gemma":0.0002919106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004808891,"about_ca_topic_score_gemma":0.0014997,"domain_scores_codex":[0.999737,0.00008566245,0.0000280175,0.00006737813,0.00005565365,0.00002630319],"domain_scores_gemma":[0.9991748,0.0003082063,0.0001600891,0.0001173197,0.0001841618,0.00005542067],"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":[0.003364054,0.000292713,0.02258014,0.001149164,0.0002292549,0.0008407666,0.0003775614,0.003746143,0.7817136,0.0009222772,0.002006823,0.1827774],"study_design_scores_gemma":[0.0003049219,0.003260928,0.2844741,0.000266696,0.0005942977,0.01170644,0.0003796389,0.05531625,0.6314929,0.002492239,0.009506129,0.0002053598],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9077944,0.003426816,0.0832633,0.0003029816,0.00008223731,0.0002899655,0.000481425,0.001148767,0.003210023],"genre_scores_gemma":[0.9054543,0.001160157,0.0897591,0.0001913216,0.00007441594,0.0002434656,0.0006651834,0.0002927406,0.002159324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002169193,"threshold_uncertainty_score":0.007256687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05608075725010485,"score_gpt":0.3468046603573962,"score_spread":0.2907239031072913,"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."}}