{"id":"W7163509007","doi":"10.2196/85013","title":"An evidence-based AI Virtual Assistant for young people with ADHD: Co-design and prototype development (Preprint)","year":2025,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Focus (optics); Feature (linguistics); The Internet; Virtual reality","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0157628,0.0009823692,0.0007063386,0.001083398,0.0008883051,0.002030374,0.002682358,0.001267707,0.008871674],"category_scores_gemma":[0.03085335,0.0005731335,0.001122641,0.0004257591,0.0006745652,0.00165835,0.002580799,0.001029349,0.001326374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008915769,"about_ca_system_score_gemma":0.003252798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009716492,"about_ca_topic_score_gemma":0.001488158,"domain_scores_codex":[0.9952297,0.003235018,0.0004771769,0.0003531923,0.0004927916,0.0002121187],"domain_scores_gemma":[0.9830675,0.01230578,0.0004681121,0.001084101,0.002020397,0.001054247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00815556,0.01847511,0.008814644,0.009159776,0.0004512148,0.0009168852,0.0181547,0.003538714,0.01749976,0.002661448,0.01118791,0.9009843],"study_design_scores_gemma":[0.04444132,0.2531483,0.07811745,0.01175266,0.009034581,0.004756915,0.06739422,0.08903549,0.1193852,0.01793909,0.3031859,0.001808931],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6895027,0.001369054,0.2410772,0.001599784,0.001183112,0.04739609,0.001357768,0.003969371,0.01254498],"genre_scores_gemma":[0.360601,0.0009398783,0.5922323,0.0004988803,0.00009111068,0.03847985,0.0006765533,0.00021803,0.006262409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0157628,"threshold_uncertainty_score":0.0833627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1179300085810667,"score_gpt":0.4614398481076905,"score_spread":0.3435098395266237,"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."}}