{"id":"W2131266941","doi":"10.1586/14737175.7.10.1285","title":"Menopausal transition and depression: who is at risk and how to treat it?","year":2007,"lang":"en","type":"review","venue":"Expert Review of Neurotherapeutics","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Depression (economics); Transition (genetics); Psychiatry; Medicine; Psychology; Psychotherapist; Economics; Biology","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":[0.0003397868,0.0006450436,0.002822542,0.0001842514,0.0001262345,0.0000215477,0.00009342407,0.0002617709,0.0001367877],"category_scores_gemma":[0.00006244034,0.0004137022,0.00007603893,0.0002720873,0.00007671138,0.00005738928,0.00005259678,0.0003038768,0.00001252732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001150048,"about_ca_system_score_gemma":0.0001175394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001832683,"about_ca_topic_score_gemma":0.000002655604,"domain_scores_codex":[0.9974991,0.000290825,0.0007456311,0.0006365982,0.0004249222,0.0004029171],"domain_scores_gemma":[0.9979815,0.0002334574,0.0004488908,0.000645739,0.0000946162,0.0005958254],"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":[0.00006607985,0.0000825255,0.000006778662,0.1244164,0.0001465682,0.00006228602,0.0002897354,2.3336e-9,0.00003214924,0.000001181539,0.006063251,0.868833],"study_design_scores_gemma":[0.000935377,0.002222489,0.00001385989,0.1258523,0.002376217,0.0005373672,0.000004652444,8.348018e-7,0.00003189809,0.000001307324,0.8677815,0.0002422512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004632125,0.9929525,0.00005688177,0.002787046,0.0001206311,0.00360288,0.0001319915,0.00002643263,0.0002753455],"genre_scores_gemma":[0.000005277945,0.9759906,0.0006867289,0.02205205,0.0002334853,0.0001186419,0.0000465319,0.0001141204,0.0007525765],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8685908,"threshold_uncertainty_score":0.9998315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1080154684313116,"score_gpt":0.4330417464648071,"score_spread":0.3250262780334955,"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."}}