{"id":"W4381512671","doi":"10.2174/2210676613666230619142223","title":"The Impact of COVID-19 on Psychotropic Medication Prescriptionsin Adolescents: Analysis of a Federated Research Network","year":2023,"lang":"en","type":"article","venue":"Adolescent Psychiatry","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Institutes of Health","keywords":"Medicine; Medical prescription; Propensity score matching; Psychosocial; Psychiatry; Mood disorders; Mood; Population; Cohort; Retrospective cohort study; Cohort study; Pediatrics; Internal medicine; Anxiety","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":[0.00250166,0.0002251792,0.0004363928,0.0009205833,0.0006623439,0.00003111108,0.0005141421,0.0001959362,0.0002819264],"category_scores_gemma":[0.0001887212,0.000164119,0.0004413396,0.005756244,0.0003186423,0.00004681179,0.00008136471,0.0005750149,0.0001755276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005483112,"about_ca_system_score_gemma":0.001318787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002793835,"about_ca_topic_score_gemma":0.00148393,"domain_scores_codex":[0.9957056,0.001151201,0.000871353,0.0005643407,0.0008104579,0.000897068],"domain_scores_gemma":[0.997525,0.0003846999,0.0004085314,0.001074277,0.000203269,0.000404167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001815172,0.001460734,0.6286914,0.0003106308,0.001030034,0.000002411055,0.0008678314,0.001702376,0.00009453359,0.006090118,0.3550663,0.002868494],"study_design_scores_gemma":[0.001375707,0.0005740835,0.9883744,0.0003262824,0.0002028257,0.000001288704,0.001521436,0.001103804,0.000003841219,0.001279111,0.005096554,0.00014064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757081,0.003172499,0.0009629458,0.0118128,0.004389178,0.001872035,0.0001706831,0.0002284782,0.001683278],"genre_scores_gemma":[0.9970217,0.0007687161,0.00002400205,0.001054643,0.0003344952,0.0000710161,0.0001367381,0.00003167002,0.0005570306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.359683,"threshold_uncertainty_score":0.6692579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238311969525063,"score_gpt":0.4980823766149065,"score_spread":0.3742511796624002,"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."}}