{"id":"W2017551383","doi":"10.1007/s00737-014-0434-7","title":"Depressive symptoms in the transition to menopause: the roles of irritability, personality vulnerability, and self-regulation","year":2014,"lang":"en","type":"article","venue":"Archives of Women s Mental Health","topic":"Menopause: Health Impacts and Treatments","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Irritability; Psychology; Clinical psychology; Menopause; Personality; Depression (economics); Mood; Developmental psychology; Psychiatry; Medicine; Anxiety; Internal medicine; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.001428435,0.0001354197,0.0003717038,0.00008219465,0.0001653453,0.000007499954,0.0001024166,0.00002547929,0.00001636658],"category_scores_gemma":[0.00004623098,0.00007690077,0.00001513127,0.0001327401,0.0001652364,0.00006037348,0.00003960455,0.000124042,7.256588e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001816013,"about_ca_system_score_gemma":0.0001166124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008284317,"about_ca_topic_score_gemma":0.0003384369,"domain_scores_codex":[0.9979128,0.0006845642,0.0004686257,0.0002388055,0.0003322531,0.0003629999],"domain_scores_gemma":[0.9988071,0.000428157,0.000167382,0.0003342674,0.0000190141,0.0002441301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00376478,0.004842489,0.1522985,0.00450536,0.0002984676,0.000001960219,0.695033,0.00005146266,0.0130117,0.003671434,0.00007996323,0.1224408],"study_design_scores_gemma":[0.003926977,0.008324081,0.9781592,0.0002848209,0.00003985985,0.00002503227,0.003346426,0.000482039,0.0005546435,0.004511619,0.0002627144,0.00008251643],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860001,0.0003323008,0.00006202453,0.01152351,0.00002583382,0.001617917,0.00005224797,0.00001119755,0.0003748786],"genre_scores_gemma":[0.9980974,0.00007856781,0.0003572519,0.00131541,0.00002872098,0.0000746131,0.00003102808,0.000009318155,0.000007730395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8258607,"threshold_uncertainty_score":0.3135923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375056191692648,"score_gpt":0.3134239971824641,"score_spread":0.2996734352655376,"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."}}