{"id":"W4403467863","doi":"10.56367/oag-044-11644","title":"A promising approach to preventing developmental dyslexia","year":2024,"lang":"en","type":"article","venue":"Open Access Government","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Dyslexia; Developmental dyslexia; Psychology; Cognitive science; Developmental psychology; Biology; Linguistics; Reading (process); Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001121178,0.0001263983,0.0001287279,0.00004052945,0.0005579605,0.005417964,0.001357728,0.00004226363,0.000925463],"category_scores_gemma":[0.0001209422,0.0001205638,0.00003693427,0.0005295436,0.00003119891,0.001457348,0.001117125,0.0001063156,0.0003583295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001386776,"about_ca_system_score_gemma":0.001243359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001019494,"about_ca_topic_score_gemma":0.0002603062,"domain_scores_codex":[0.9979541,0.00008217379,0.0002494742,0.0004378388,0.000926599,0.0003497715],"domain_scores_gemma":[0.9995255,0.00004527278,0.00004822647,0.0001206015,0.00002528747,0.0002351392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004211616,0.0008024082,0.02606155,0.0001735069,0.0002652777,0.0000167657,0.2238949,0.00004922605,0.0003205974,0.1416373,0.1915657,0.4151707],"study_design_scores_gemma":[0.0001745012,0.00001282447,0.0300699,0.0002571903,0.00001379634,0.0000028589,0.01580967,0.00003667814,0.0007575615,0.000838057,0.9516404,0.0003865322],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08386894,0.00009838555,0.001290476,0.003572155,0.0007072821,0.001457048,0.000006242561,0.000102522,0.9088969],"genre_scores_gemma":[0.9200692,0.00002881556,0.02880824,0.00115483,0.0002561595,0.0002748989,0.000006860153,0.00002516917,0.04937583],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8595211,"threshold_uncertainty_score":0.9999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08828527632829547,"score_gpt":0.4256732146748873,"score_spread":0.3373879383465918,"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."}}