{"id":"W3195327817","doi":"10.1176/appi.focus.20200041","title":"Perimenopause and First-Onset Mood Disorders: A Closer Look","year":2021,"lang":"en","type":"article","venue":"FOCUS The Journal of Lifelong Learning in Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Bipolar disorder; Mood disorders; Mood; Psychology; Psychiatry; Clinical psychology; Population; Medicine; Anxiety","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":[0.00068171,0.0001404874,0.000297822,0.0001014219,0.0001717744,0.00002525919,0.0001047409,0.00007960844,0.00008735317],"category_scores_gemma":[0.0001404183,0.00009764941,0.0000694105,0.0001665853,0.00005916815,0.00009809266,0.00005483767,0.0009133751,0.00001120832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000378616,"about_ca_system_score_gemma":0.0002367011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003714566,"about_ca_topic_score_gemma":0.0002531466,"domain_scores_codex":[0.998592,0.0002611077,0.0005057986,0.0001251372,0.000263488,0.0002524316],"domain_scores_gemma":[0.9991527,0.000181245,0.0002838976,0.0001775659,0.00005370017,0.0001508557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009995992,0.0002888402,0.9943602,0.0008670086,0.00007223402,0.00006620528,0.001942083,0.00009434451,0.00004338326,0.00007425262,0.0004204211,0.000771407],"study_design_scores_gemma":[0.003826325,0.001764426,0.9713065,0.008962515,0.0001704727,0.004783844,0.001813062,0.0000787504,0.0005047161,0.001640946,0.00494872,0.0001997068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579068,0.01833598,0.00003194414,0.02170247,0.0011123,0.0001257688,0.000001386205,0.00001386633,0.0007694766],"genre_scores_gemma":[0.9944726,0.00295386,0.0009695617,0.0004708037,0.0003789352,0.000002729416,0.000001162879,0.000024294,0.0007261071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03656574,"threshold_uncertainty_score":0.3982027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00829374333083413,"score_gpt":0.272789238950191,"score_spread":0.2644954956193568,"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."}}