{"id":"W4400459604","doi":"10.1186/s12888-024-05928-4","title":"Utilization and outcomes of transcranial magnetic stimulation and usual care for MDD in a large group psychiatric practice","year":2024,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emergent BioSolutions (Canada)","funders":"","keywords":"Transcranial magnetic stimulation; Major depressive disorder; Medicine; Cohort; Depression (economics); Antidepressant; Cohort study; Psychiatry; Internal medicine; Retrospective cohort study; Patient Health Questionnaire; Depressive symptoms; Mood; Stimulation; 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":[0.0001630744,0.0001847412,0.0002532371,0.0002825915,0.0001134055,0.00005666541,0.00007120064,0.0000938399,0.00001749121],"category_scores_gemma":[0.0002853883,0.0001745077,0.00006846285,0.0005137317,0.00007630559,0.0002730716,0.00001737744,0.0001024571,0.00000176998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001389326,"about_ca_system_score_gemma":0.00005932957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003047508,"about_ca_topic_score_gemma":0.000453221,"domain_scores_codex":[0.9985348,0.0001078318,0.00042034,0.0004896337,0.0002319775,0.0002154285],"domain_scores_gemma":[0.9990488,0.0006597927,0.00006863181,0.0001306766,0.00004584447,0.00004624081],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00158055,0.0006281677,0.8744192,0.003290768,0.00002315392,0.000001531349,0.008577593,0.0003255698,0.005935945,0.0832875,0.0001098608,0.02182017],"study_design_scores_gemma":[0.00612089,0.0008056133,0.9692591,0.00008454223,0.0002052376,0.0000128097,0.001246324,0.0168531,0.00002910302,0.003074921,0.002037825,0.0002704653],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532005,0.01543393,0.0264379,0.000990154,0.001663079,0.001501579,0.0001847664,0.0001195635,0.0004685186],"genre_scores_gemma":[0.9881744,0.0002768833,0.01115468,0.0001814222,0.00009982641,0.00005296323,0.000006777659,0.00002864017,0.0000244286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09483998,"threshold_uncertainty_score":0.7116219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03493717758743396,"score_gpt":0.3377112453238412,"score_spread":0.3027740677364072,"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."}}