{"id":"W2804219880","doi":"10.2196/resprot.9583","title":"A Digital App to Aid Detection, Monitoring, and Management of Dyslexia in Young Children (DIMMAND): Protocol for a Digital Health and Education Solution","year":2018,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Reading and Literacy Development","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Imperial College London","keywords":"Dyslexia; Psychological intervention; Spelling; Protocol (science); Reading (process); Psychology; Interactivity; Medical education; Computer science; Developmental psychology; Multimedia; Medicine; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0007340778,0.0001284482,0.0001638525,0.0003810792,0.0001744033,0.0002605008,0.0001376121,0.00006310192,0.000008788385],"category_scores_gemma":[0.00004196935,0.000118792,0.00002052125,0.0003728778,0.0001170064,0.0002943611,0.0001429233,0.0001456322,0.00001795774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001526023,"about_ca_system_score_gemma":0.000126565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005858507,"about_ca_topic_score_gemma":0.000009933875,"domain_scores_codex":[0.9983327,0.00008770319,0.0003813668,0.0004418796,0.0002962663,0.0004601186],"domain_scores_gemma":[0.9992214,0.00003903044,0.000094232,0.0002509331,0.0001984088,0.0001959696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002641479,0.001060574,0.2086327,0.00135798,0.00004599915,8.779116e-7,0.006060559,1.035583e-7,0.0001054629,0.0004852658,0.005655477,0.7739535],"study_design_scores_gemma":[0.006358563,0.006715892,0.7437076,0.006084233,0.000001108526,0.00003497429,0.001223103,0.00001770547,0.000870142,0.00122836,0.2334187,0.00033966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.03048993,0.000002583599,0.0003907438,0.0001319442,0.0000182264,0.9655215,0.00001158602,0.00003208754,0.003401373],"genre_scores_gemma":[0.0507195,1.972954e-7,0.0006186155,0.000007735892,0.0001470116,0.9456317,0.000007343211,0.00001982754,0.002848099],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7736138,"threshold_uncertainty_score":0.4844197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09851157849449134,"score_gpt":0.5326442655581474,"score_spread":0.434132687063656,"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."}}