{"id":"W2944774461","doi":"10.1016/j.mcna.2019.03.001","title":"Depression and Menopause","year":2019,"lang":"en","type":"review","venue":"Medical Clinics of North America","topic":"Menstrual Health and Disorders","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Providence Health Care","funders":"Ontario Brain Institute","keywords":"Menopause; Medicine; Depression (economics); Luteal phase; Vulnerability (computing); Mood; Postpartum depression; Menstrual cycle; Psychiatry; Gynecology; Pregnancy; Obstetrics; Hormone; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000364655,0.0003101486,0.002822935,0.000140347,0.00003362338,0.000003359199,0.0001950574,0.0004231195,0.0004345758],"category_scores_gemma":[0.00209726,0.000208308,0.0002544649,0.0002802518,0.0003300548,0.00002109849,0.0001549343,0.0008930785,0.0001555022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002053296,"about_ca_system_score_gemma":0.001566438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003491254,"about_ca_topic_score_gemma":0.000008472926,"domain_scores_codex":[0.9969327,0.0001358786,0.00128316,0.0004710659,0.0008277143,0.0003494414],"domain_scores_gemma":[0.9966986,0.001030203,0.0006543495,0.0005327635,0.00007034229,0.001013729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004511248,0.000128778,0.002574237,0.03792619,0.00006198577,0.00003234601,0.00001265423,1.857837e-8,8.922612e-10,0.000001542405,0.001456059,0.957761],"study_design_scores_gemma":[0.0007161825,0.0007119122,0.0002953318,0.01036469,0.0008371646,0.00005379871,0.00000749174,0.00001971013,6.414441e-9,0.000004411414,0.9868286,0.0001607468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002898359,0.996987,0.00003924179,0.000117275,0.0003319181,0.0008084318,0.00004179687,0.00002861855,0.001355908],"genre_scores_gemma":[0.00004609205,0.9973845,0.0004274515,0.00135473,0.0001623026,0.00002669448,0.0003044476,0.00004167908,0.0002520793],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9853725,"threshold_uncertainty_score":0.8494552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06933959475076124,"score_gpt":0.4371024721124187,"score_spread":0.3677628773616575,"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."}}