{"id":"W4411451263","doi":"10.1007/s41347-025-00534-x","title":"eHealth Preferences for Parents of Young Children Diagnosed with Neurodevelopmental Disorders (NDDs) and/or Mental Health (MH) Disorders","year":2025,"lang":"en","type":"article","venue":"Journal of Technology in Behavioral Science","topic":"Autism Spectrum Disorder Research","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of Calgary; McGill University; Children's Hospital Research Institute of Manitoba; University of Manitoba","funders":"Social Sciences and Humanities Research Council; Research Manitoba","keywords":"eHealth; Mental health; Psychiatry; Diagnostic Classification of Mental Health and Developmental Disorders of Infancy and Early Childhood; Autism; Psychology; Medicine; Prevalence of mental disorders; Health care; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006644173,0.0001925542,0.0004062383,0.001470967,0.0003992189,0.00004696852,0.001205156,0.00008609706,0.00000710927],"category_scores_gemma":[0.0002456795,0.0001404599,0.00004375108,0.002621213,0.002091344,0.0004836122,0.0003119136,0.0004717421,3.396457e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002606858,"about_ca_system_score_gemma":0.001219003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003961348,"about_ca_topic_score_gemma":0.002452233,"domain_scores_codex":[0.9974468,0.00007008664,0.0006494983,0.0004974846,0.0006558568,0.0006802733],"domain_scores_gemma":[0.9990345,0.00007967858,0.0005117175,0.0002178317,0.00003402737,0.0001222737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002479067,0.0006795565,0.9418298,0.0000247826,0.00000329353,0.000003733787,0.0005321024,0.00000651522,0.004066642,0.001525111,0.00002582762,0.05105475],"study_design_scores_gemma":[0.002704915,0.003561255,0.9773108,0.0002424762,0.00001066935,0.00009226093,0.001469817,0.0000661727,0.008717275,0.005575089,0.00004689948,0.0002024075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988111,0.0002012873,0.0001278739,0.010342,0.0001831603,0.0009539147,0.00002850539,0.00002814117,0.00002411034],"genre_scores_gemma":[0.9969589,0.001541057,0.001347721,0.00008191776,0.000002947971,0.00004015023,0.000001007973,0.00001051471,0.00001574678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05085234,"threshold_uncertainty_score":0.7705646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02511712679472352,"score_gpt":0.3615021868852781,"score_spread":0.3363850600905546,"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."}}