{"id":"W4292491792","doi":"10.1186/s12888-022-04188-4","title":"Treatment patterns among children and adolescents with attention-deficit/hyperactivity disorder in the United States – a retrospective claims analysis","year":2022,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Attention Deficit Hyperactivity Disorder","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"Otsuka Pharmaceutical","keywords":"Discontinuation; Medicine; Attention deficit hyperactivity disorder; Stimulant; Pediatrics; Population; Psychiatry; Methylphenidate; Retrospective cohort study; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00114689,0.0002647785,0.0004387063,0.002302354,0.0005750374,0.0008828629,0.0006091569,0.0004648595,0.0009749816],"category_scores_gemma":[0.003252295,0.0004386015,0.0008048,0.0036476,0.0003399495,0.0006396253,0.0007378074,0.0008085615,0.0001719385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001451149,"about_ca_system_score_gemma":0.0009184417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03419547,"about_ca_topic_score_gemma":0.03408407,"domain_scores_codex":[0.9986079,0.0002551829,0.0003232605,0.0002837169,0.0003791983,0.0001508683],"domain_scores_gemma":[0.9966649,0.0004186999,0.002107558,0.0001771715,0.0003990318,0.0002325373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002694833,0.00002074471,0.9991774,0.000009133911,0.00004630145,0.00003386014,0.00003879505,0.00003049324,0.00001796046,0.00001125056,0.0001528336,0.0004341944],"study_design_scores_gemma":[0.000005414156,0.00002650173,0.998922,0.00001909503,0.00003663005,0.0002353704,0.0002357514,0.000288199,0.00002533143,0.00001186342,0.0001900169,0.000003762474],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956427,0.0005032971,0.00007566723,0.00006779288,0.000005501142,0.00003301973,0.003253852,0.000005531127,0.0004128107],"genre_scores_gemma":[0.9963638,0.0003415526,0.0001300911,0.00006552845,0.00001034395,0.00004196654,0.002971308,0.000003550623,0.00007182208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03419547,"threshold_uncertainty_score":0.06799287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142248582902989,"score_gpt":0.2701747364494481,"score_spread":0.2587522506204182,"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."}}