{"id":"W4298006959","doi":"10.1016/j.biopsych.2022.09.025","title":"The Art, Science, and Secrets of Scanning Young Children","year":2022,"lang":"en","type":"article","venue":"Biological Psychiatry","topic":"Neonatal and fetal brain pathology","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; National Institute of Environmental Health Sciences; National Institute on Drug Abuse; National Heart, Lung, and Blood Institute; National Institute on Alcohol Abuse and Alcoholism; University of California, Irvine; University of California, San Francisco; University of North Carolina at Chapel Hill; National Institutes of Health; National Institute of Mental Health; Feinberg School of Medicine; Turun Yliopisto; Children's National Hospital; Neuroscience Research Australia; Shiraz University of Technology; School of Medicine, Emory University; Gentofte Hospital; Institut National de la Santé et de la Recherche Médicale; University of Minnesota; Shiraz University; Harvard University; York University; Northwestern University; Irving Medical Center, Columbia University; Emory University; University of New South Wales; Yale University; Vanderbilt University; University of Southern California; University of Alberta; Washington University in St. Louis","keywords":"Toddler; Neuroimaging; Brain development; Psychology; Magnetic resonance imaging; Brain function; Neuroscience; Computer science; Medicine; Cognitive science; Data science; Developmental psychology; Radiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005768766,0.00006379779,0.0001250772,0.00004330095,0.0004607313,0.000005934026,0.0001482934,0.00003078832,0.00006626271],"category_scores_gemma":[0.0001104726,0.00003428843,0.00003790329,0.0002619915,0.0008530316,0.00001685961,0.0002490655,0.0001903315,0.000004521163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001388823,"about_ca_system_score_gemma":0.00008795522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004105549,"about_ca_topic_score_gemma":9.807454e-7,"domain_scores_codex":[0.9992309,0.00004005842,0.0001400408,0.0002107728,0.0001951932,0.0001829977],"domain_scores_gemma":[0.9996644,0.00003891958,0.00005496178,0.0001425125,0.00003174058,0.00006743894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000279282,0.0001089433,0.9572168,0.000008312819,0.00002132724,0.000007237235,0.00007170859,6.067614e-7,0.01193717,0.01686894,0.003755151,0.009724548],"study_design_scores_gemma":[0.000410441,0.0007551329,0.9882179,0.000005122935,0.000009094689,0.0006126238,0.000261722,0.00001507928,0.00005875388,0.002863974,0.006730234,0.00005989762],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835374,0.002279636,0.000007522699,0.002455875,0.0004801518,0.0001723756,0.00001276382,0.00002285858,0.01103135],"genre_scores_gemma":[0.9981717,0.00003979231,0.0004069293,0.0009666013,0.00008614635,0.000012234,0.000008339051,0.000003139434,0.0003050908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03100115,"threshold_uncertainty_score":0.3543619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0128003568357937,"score_gpt":0.2563657113652524,"score_spread":0.2435653545294587,"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."}}