{"id":"W4402852426","doi":"10.1101/2024.09.24.614799","title":"Phonological decoding ability is associated with fiber density of the left arcuate fasciculus longitudinally across reading development","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trusted Positioning (Canada); Alberta Children's Hospital; University of Calgary","funders":"Cumming School of Medicine, University of Calgary; Alberta Children's Hospital Research Institute; Canadian Institutes of Health Research; Killam Trusts","keywords":"Arcuate fasciculus; Reading (process); Decoding methods; Fasciculus; Psychology; Biology; Computer science; Diffusion MRI; Linguistics; Medicine; Telecommunications; Fractional anisotropy; Philosophy","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":[0.0006453573,0.0002217143,0.0002074133,0.001106006,0.0001957633,0.0005293844,0.0001921826,0.0003375389,0.00164205],"category_scores_gemma":[0.002073779,0.0002337912,0.000271733,0.000400834,0.0003473678,0.0004730037,0.0004385121,0.0003653827,0.0002676198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003371935,"about_ca_system_score_gemma":0.0003616373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01414064,"about_ca_topic_score_gemma":0.01597844,"domain_scores_codex":[0.9997552,0.00002634565,0.00002399064,0.0001032502,0.00005024687,0.00004095898],"domain_scores_gemma":[0.9973354,0.0004477071,0.001351563,0.0001617102,0.0004998427,0.0002038118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003840343,0.00007270602,0.9284605,0.00004510353,0.00008709874,0.0003339651,0.0009287025,0.0005962277,0.04861885,0.0001701081,0.0002270559,0.0200757],"study_design_scores_gemma":[0.00000160838,0.00004012552,0.9971213,0.00001018346,0.00001408838,0.0001976943,0.0001119174,0.0002723739,0.002054006,0.00004823271,0.0001236074,0.000004757602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990153,0.0001317213,0.0003523344,0.00001876754,0.000001485594,0.000002563442,0.0002524775,0.00001808913,0.0002072115],"genre_scores_gemma":[0.9980747,0.0001305076,0.0007699135,0.000009152711,0.00000187468,0.00001207628,0.0003203859,0.00001215274,0.0006692564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01414064,"threshold_uncertainty_score":0.02811664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03468925902641736,"score_gpt":0.2622310699591622,"score_spread":0.2275418109327449,"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."}}