{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002029823,0.0002971613,0.0004430563,0.00057273,0.000381517,0.00005309264,0.0001246961,0.00005657557,0.0001382804],"category_scores_gemma":[0.000012287,0.0002059422,0.0002087192,0.001778438,0.0000859655,0.0001421075,0.00006715625,0.0004670055,0.000004680598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002119395,"about_ca_system_score_gemma":0.00008483693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005335275,"about_ca_topic_score_gemma":0.01117131,"domain_scores_codex":[0.9978558,0.000384781,0.0002811831,0.0005922773,0.0005608829,0.0003250193],"domain_scores_gemma":[0.9990913,0.00003816403,0.0001974439,0.0005366037,0.00005515352,0.00008132809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003866583,0.002611388,0.9946488,0.00002771262,0.0005669037,0.000005406144,0.0003779393,0.001244439,0.000003032992,0.00003359715,0.000009293423,0.00008480829],"study_design_scores_gemma":[0.004530066,0.0005966054,0.9776488,0.00004137571,0.001284335,0.00008824169,0.01372022,0.00182672,8.081155e-8,0.00002165245,0.00001057816,0.000231349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968596,0.0001228462,0.0006425395,0.0009327416,0.00008715002,0.001111744,0.0001502852,0.00005647273,0.00003664282],"genre_scores_gemma":[0.998513,0.00005847651,0.000101598,0.0001744579,0.00004326089,0.000228209,0.0007412146,0.00003856698,0.000101214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01700005,"threshold_uncertainty_score":0.8398077,"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."}}