{"id":"W4362588097","doi":"10.2196/46578","title":"Using Digital Measurement–Based Care to Address Symptoms of Inattention, Hyperactivity, and Opposition in Youth: Retrospective Analysis of Bend Health","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attention deficit hyperactivity disorder; Psychological intervention; Mental health; Psychiatry; Medicine; Health care; Collaborative Care; Clinical psychology; Psychology","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":[0.001728687,0.0004030229,0.0004155746,0.002008526,0.0008155458,0.0008723966,0.0006834395,0.0004389769,0.0008876967],"category_scores_gemma":[0.003879244,0.0005650319,0.000739489,0.002283202,0.0005203441,0.0006323659,0.001817657,0.0009105929,0.0002959509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002100703,"about_ca_system_score_gemma":0.001362711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07115544,"about_ca_topic_score_gemma":0.1020966,"domain_scores_codex":[0.99814,0.0004854201,0.0002732005,0.0002850682,0.0005224718,0.0002938778],"domain_scores_gemma":[0.9959645,0.0004663761,0.002088523,0.0004005221,0.0007010923,0.0003789142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003618361,0.00003748711,0.9986283,0.00001006005,0.00002054853,0.00002864814,0.0002548613,0.00001180518,0.00005243504,0.000005638227,0.0000897053,0.0008243626],"study_design_scores_gemma":[0.000002646151,0.00004554837,0.9992945,0.000008737185,0.0000124958,0.00005629915,0.0003946186,0.00003740898,0.00003163329,0.00000252975,0.0001112191,0.000002215583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975217,0.0001823101,0.0001224794,0.0000239016,0.000002849688,0.0001040308,0.00159559,0.000004591041,0.0004424616],"genre_scores_gemma":[0.996581,0.0002264206,0.0003124792,0.00005944378,0.000005625199,0.000164198,0.002416893,0.000005926127,0.0002281579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07115544,"threshold_uncertainty_score":0.1414825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2063722796966598,"score_gpt":0.4715549883833822,"score_spread":0.2651827086867223,"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."}}