{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03947162,0.0004290978,0.0007027257,0.002831875,0.00404881,0.006209693,0.001939229,0.007840918,0.004125034],"category_scores_gemma":[0.1071147,0.0007770734,0.0004453976,0.001378367,0.0411973,0.01240571,0.005562208,0.01945693,0.001194248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005832286,"about_ca_system_score_gemma":0.009178885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01176266,"about_ca_topic_score_gemma":0.01840227,"domain_scores_codex":[0.982396,0.009616959,0.001141373,0.001115141,0.004559538,0.001170966],"domain_scores_gemma":[0.9190644,0.05979709,0.003955105,0.00590835,0.006439335,0.004835596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003403691,0.0002038308,0.030124,0.001020137,0.0001113473,0.002892622,0.02052428,0.001219628,0.002442833,0.4496044,0.1650476,0.3264689],"study_design_scores_gemma":[0.00005974808,0.0001461036,0.01292884,0.005632312,0.00006818898,0.00831826,0.01925781,0.0007533467,0.002210646,0.5325393,0.4178688,0.0002167142],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.01297415,0.0719536,0.0057309,0.8692756,0.004969389,0.00002812318,0.0002185604,0.0000571475,0.03479253],"genre_scores_gemma":[0.5684785,0.1937339,0.01944573,0.1702584,0.03469132,0.0002518275,0.0002996001,0.0003642846,0.01247637],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03947162,"threshold_uncertainty_score":0.2087483,"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."}}