{"id":"W4407387249","doi":"10.1093/ijnp/pyae059.372","title":"EPIGENETIC BIOMARKERS OF POSTPARTUM DEPRESSION IDENTIFY PREMENSTRUAL DYSPHORIC DISORDER (PMDD) AND POST-MENOPAUSAL DEPRESSION (PMD)","year":2025,"lang":"en","type":"article","venue":"The International Journal of Neuropsychopharmacology","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Premenstrual dysphoric disorder; Depression (economics); Epigenetics; Psychiatry; Postpartum depression; Psychology; Medicine; Clinical psychology; Internal medicine; Pregnancy; Menstrual cycle; Biology; Gene; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.002051178,0.0003835222,0.0005036497,0.0003107231,0.0002916972,0.0005690893,0.0005918612,0.0003926253,0.002027238],"category_scores_gemma":[0.003758955,0.0002933863,0.001045635,0.0003103323,0.0002279626,0.0001865048,0.0005428481,0.0007166817,0.000299447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004084142,"about_ca_system_score_gemma":0.0006818564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009393171,"about_ca_topic_score_gemma":0.008367193,"domain_scores_codex":[0.9995618,0.0001661572,0.00002472183,0.0001706683,0.00003881249,0.00003777459],"domain_scores_gemma":[0.9990185,0.0006564202,0.0001157972,0.00009826975,0.00006917417,0.00004183532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001079233,0.0002437366,0.9358583,0.0001361764,0.001325406,0.0002177887,0.0001952301,0.02116195,0.005486377,0.0006146701,0.0009630094,0.03271817],"study_design_scores_gemma":[0.0001826655,0.001243444,0.7239727,0.00008295282,0.001265722,0.0005114342,0.0002100934,0.2637644,0.003211593,0.002778682,0.002732272,0.00004386562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775159,0.0008111046,0.01921936,0.0002620457,0.00003117197,0.00007635163,0.001593102,0.0000831338,0.0004078992],"genre_scores_gemma":[0.9930935,0.0001952162,0.004876148,0.00008319593,0.00001446991,0.00006864316,0.0009565087,0.0000105009,0.0007019487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009393171,"threshold_uncertainty_score":0.018677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01112841215728842,"score_gpt":0.3457876692869685,"score_spread":0.3346592571296801,"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."}}