{"id":"W4292566611","doi":"10.3389/fnhum.2022.965602","title":"Multimodal brain features at 3 years of age and their relationship with pre-reading measures 1 year later","year":2022,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"Advanced Neuroimaging Techniques and Applications","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; Alberta Children's Hospital; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Psychology; White matter; Diffusion MRI; Uncinate fasciculus; Default mode network; Reading (process); Superior longitudinal fasciculus; Functional connectivity; Developmental psychology; Association (psychology); Neuroscience; Audiology; Cognitive psychology; Fractional anisotropy; Medicine; Magnetic resonance imaging","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":[0.000591221,0.0003970507,0.000324585,0.001062076,0.0003628781,0.0007082654,0.0002879367,0.0006673822,0.001166757],"category_scores_gemma":[0.001403795,0.0001762458,0.0005072629,0.0003892293,0.0003518779,0.0004190602,0.0005074583,0.0005843073,0.0003050952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004378083,"about_ca_system_score_gemma":0.000361914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01113797,"about_ca_topic_score_gemma":0.01475133,"domain_scores_codex":[0.9997715,0.00002515659,0.00001661443,0.00008075882,0.00004364076,0.00006239511],"domain_scores_gemma":[0.9993545,0.00007963666,0.0002500087,0.00004916952,0.0001460991,0.0001205651],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005248875,0.0001505073,0.9687608,0.00003726686,0.0001176716,0.002123835,0.001658985,0.00049328,0.01227163,0.0001766154,0.0004040477,0.01328053],"study_design_scores_gemma":[0.000001256655,0.00007744072,0.9985399,0.000004500648,0.00001104778,0.0003653015,0.0001628459,0.00006932082,0.0005961865,0.00003714119,0.000130536,0.000004450863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988534,0.0001127884,0.000133726,0.00002004917,0.000002528587,0.000005815553,0.00051176,0.00001391522,0.0003460674],"genre_scores_gemma":[0.9979761,0.00008621373,0.0003230862,0.00001364963,0.000002493823,0.00001594641,0.0009084955,0.000004139482,0.0006699275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01113797,"threshold_uncertainty_score":0.02214628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04279008716357276,"score_gpt":0.3086494361133311,"score_spread":0.2658593489497584,"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."}}