{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008823839,0.0002234287,0.0003627728,0.001479154,0.0003311542,0.0008407452,0.0006268674,0.0004073185,0.001434806],"category_scores_gemma":[0.005002265,0.0002598946,0.0006965997,0.002676602,0.000197462,0.0005345563,0.0006184298,0.0006403329,0.0001499613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001851614,"about_ca_system_score_gemma":0.001034314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03255218,"about_ca_topic_score_gemma":0.0402534,"domain_scores_codex":[0.9986791,0.0002818433,0.0003036012,0.0002514383,0.0002907426,0.0001932608],"domain_scores_gemma":[0.9960591,0.0005912824,0.002729703,0.00008203411,0.0002596558,0.0002782753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002371412,0.00005171611,0.9974154,0.00001993216,0.0001076555,0.00004650898,0.00003426242,0.0001272532,0.00003350593,0.0000261196,0.0003464636,0.001553943],"study_design_scores_gemma":[0.00001781448,0.0000518579,0.998668,0.00002019405,0.00003985092,0.0001099837,0.0001684793,0.0007242491,0.00002936078,0.00002602434,0.0001397215,0.000004501973],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962567,0.0004538763,0.00003485044,0.0001205721,0.000004092325,0.00001957275,0.002748047,0.000002872406,0.0003594731],"genre_scores_gemma":[0.9971244,0.0002727423,0.00009123793,0.00005690492,0.000009369423,0.00002912243,0.002325766,0.000002143236,0.00008834064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03255218,"threshold_uncertainty_score":0.0647254,"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."}}