{"id":"W3012473964","doi":"10.2139/ssrn.3457416","title":"Hormonal and Pharmacologic Interventions for Depressive Symptoms in Peri- And/Or Post-Menopausal Women: A Network Meta-Analysis of Randomized Controlled Trials","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Psychological intervention; Randomized controlled trial; Meta-analysis; Peri; Medicine; Depressive symptoms; Obstetrics; Psychology; Psychiatry; Anxiety; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.01213952,0.002814219,0.01471407,0.002589346,0.0006725925,0.002772369,0.001541873,0.002225301,0.004476539],"category_scores_gemma":[0.02813378,0.001497966,0.03164731,0.002692939,0.0008979688,0.001723999,0.001709892,0.002920488,0.0002967941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001959611,"about_ca_system_score_gemma":0.001601168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004955264,"about_ca_topic_score_gemma":0.01119996,"domain_scores_codex":[0.989574,0.006345718,0.001971917,0.001095744,0.0006466242,0.0003660673],"domain_scores_gemma":[0.9854192,0.01075116,0.002402884,0.0006453368,0.0004985081,0.0002828999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.02868933,0.00008662731,0.00287714,0.06303325,0.8969482,0.00004743853,0.00005825697,0.0004115437,0.0002319574,0.00008593563,0.0002383191,0.007291903],"study_design_scores_gemma":[0.0150279,0.0007168516,0.003260205,0.003581004,0.9761668,0.00003722185,0.00004053894,0.000252319,0.00008440238,0.0002132101,0.0005999081,0.00001968974],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.06606135,0.9268299,0.002370012,0.0005237512,0.0006354799,0.001359947,0.001181555,0.0001097384,0.0009281185],"genre_scores_gemma":[0.7553957,0.2334109,0.005504862,0.001359442,0.0004250979,0.001825157,0.001122141,0.0000698602,0.0008868558],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9852859,"threshold_uncertainty_score":0.06420064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0693267426463168,"score_gpt":0.3965275587406357,"score_spread":0.3272008160943188,"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."}}