{"id":"W2989978599","doi":"10.1016/j.psychres.2019.112711","title":"DNA methylation biomarkers prospectively predict both antenatal and postpartum depression","year":2019,"lang":"en","type":"article","venue":"Psychiatry Research","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; Royal Ottawa Mental Health Centre","funders":"National Institute of Mental Health","keywords":"DNA methylation; Postpartum depression; Depression (economics); Obstetrics; Methylation; Medicine; Prospective cohort study; Pregnancy; DNA; Internal medicine; Biology; Genetics; Gene","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":[0.0009721551,0.0001381271,0.0002099229,0.0002486231,0.0001903506,0.00003826081,0.0001008601,0.0001166894,0.0002094017],"category_scores_gemma":[0.00005416845,0.0001095254,0.00004638909,0.0002710232,0.00010232,0.0001658357,0.0001129051,0.0004604532,0.0001660394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007205312,"about_ca_system_score_gemma":0.0001656768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000100224,"about_ca_topic_score_gemma":0.00001173963,"domain_scores_codex":[0.9979519,0.0001746939,0.0002515151,0.0004502452,0.0006676643,0.000503989],"domain_scores_gemma":[0.9991192,0.00009749205,0.0000594382,0.0003234644,0.0001082823,0.0002921212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002369744,0.0001597622,0.9897296,0.002712548,0.00004896666,0.00001577228,0.0001349747,1.157458e-7,0.0030412,0.0003311732,0.0004697146,0.0009864377],"study_design_scores_gemma":[0.001700588,0.0009230825,0.9899506,0.00296695,0.00001582066,0.000169488,0.0001481282,0.0002625575,0.002486585,0.0008347603,0.0004272628,0.0001141515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837105,0.003663098,0.00001002715,0.002830544,0.0007714503,0.001396199,0.00002101078,0.00006670615,0.007530499],"genre_scores_gemma":[0.9964345,0.0003449348,0.0005247151,0.0001207315,0.0001933101,0.00005264651,0.00002258246,0.00002795242,0.002278634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01272403,"threshold_uncertainty_score":0.4466314,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03130011676533299,"score_gpt":0.3631100937760521,"score_spread":0.3318099770107191,"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."}}