{"id":"W4385415391","doi":"10.18553/jmcp.2023.29.8.896","title":"Treatment patterns, health care resource utilization, and costs associated with use of atypical antipsychotics as first vs subsequent adjunctive treatment in major depressive disorder","year":2023,"lang":"en","type":"article","venue":"Journal of Managed Care & Specialty Pharmacy","topic":"Treatment of Major Depression","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Group for Research in Decision Analysis","funders":"","keywords":"Medicine; Major depressive disorder; Adjunctive treatment; Psychiatry; Resource use; Bipolar disorder; Schizophrenia (object-oriented programming); MEDLINE; Health care; Mood","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000132822,0.0004017778,0.0009357315,0.0005177279,0.0001745889,0.00004491285,0.0001048239,0.00008713738,0.00004725199],"category_scores_gemma":[0.0001373381,0.0002809353,0.0001927127,0.000533573,0.00008801206,0.0001834515,0.00005147897,0.0002640703,0.000003393841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002553338,"about_ca_system_score_gemma":0.0003608975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007526251,"about_ca_topic_score_gemma":0.006007938,"domain_scores_codex":[0.9973227,0.0003555483,0.000784168,0.0004012735,0.0007245252,0.0004117623],"domain_scores_gemma":[0.9978116,0.0003172208,0.0008214519,0.0003058611,0.0004016286,0.0003422921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01485455,0.00127833,0.9203338,0.0001951696,0.0008446703,0.001984317,0.008645613,0.0003022983,0.00002364672,0.00001176284,0.0009832362,0.05054262],"study_design_scores_gemma":[0.03293885,0.004734807,0.937832,0.00143638,0.0008328665,0.0001157411,0.005075243,0.00006646967,0.0009179687,0.000004233435,0.01582801,0.0002174463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921169,0.003869784,0.0000221128,0.002049952,0.000170919,0.001448968,0.0001848933,0.0000388441,0.00009765913],"genre_scores_gemma":[0.9905236,0.008437925,0.000101337,0.0001697628,0.00018576,0.00002966989,0.0003431418,0.00006477358,0.0001440507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05032517,"threshold_uncertainty_score":0.9999643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04567015405411958,"score_gpt":0.3411468752849681,"score_spread":0.2954767212308486,"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."}}