{"id":"W4283376201","doi":"10.2196/40189","title":"Information System for Symptom Diagnosis and Improvement of Attention Deficit Hyperactivity Disorder: Protocol for a Nonrandomized Controlled Pilot Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Attention deficit hyperactivity disorder; Protocol (science); Conversation; Psychology; Neuropsychology; Affect (linguistics); Clinical psychology; Psychiatry; Medicine; Cognition","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":[0.02168814,0.003614562,0.00585049,0.002367479,0.003381596,0.002006413,0.002607525,0.003578403,0.06695283],"category_scores_gemma":[0.01441847,0.001901607,0.002607898,0.002063277,0.002384197,0.001416233,0.001872847,0.004948735,0.01167481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003314691,"about_ca_system_score_gemma":0.0145429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00241977,"about_ca_topic_score_gemma":0.004118184,"domain_scores_codex":[0.9885089,0.006297891,0.001328842,0.001179391,0.001419721,0.001265185],"domain_scores_gemma":[0.989865,0.002262842,0.001536419,0.001840034,0.003086066,0.001409614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.5453575,0.1981956,0.003580647,0.02745253,0.001241531,0.0006408038,0.001708923,0.004161453,0.009668685,0.005542039,0.03914835,0.1633019],"study_design_scores_gemma":[0.6346046,0.2395637,0.01594679,0.005642514,0.0009000513,0.0001611654,0.0008998328,0.002842388,0.003713432,0.002934495,0.09249559,0.0002953783],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003434943,0.0001024172,0.001534782,0.00005194013,0.0001049752,0.9934722,0.0006539286,0.00007322008,0.0005715638],"genre_scores_gemma":[0.001283186,0.0000555789,0.001659547,0.00004042025,0.00001538336,0.9966409,0.00008625477,0.000003353189,0.0002154282],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.06695283,"threshold_uncertainty_score":0.2239795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1639108089854047,"score_gpt":0.4932141360149112,"score_spread":0.3293033270295064,"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."}}