{"id":"W4403754163","doi":"10.1111/acps.13766","title":"Risk and timing of postpartum depression in parents of twins compared to parents of singletons","year":2024,"lang":"en","type":"article","venue":"Acta Psychiatrica Scandinavica","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"Novo Nordisk Fonden; Novo Nordisk; Region Syddanmark","keywords":"Depression (economics); Postpartum depression; Psychology; Psychiatry; Medicine; Clinical psychology; Pregnancy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001851035,0.0001628316,0.0004961247,0.0003750091,0.00003996392,0.0000073417,0.0001206998,0.00008127833,0.00003667797],"category_scores_gemma":[0.00004513776,0.0001381881,0.00007943094,0.0004825124,0.000055316,0.00006376514,0.00008713398,0.0001933194,0.000003299759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004252224,"about_ca_system_score_gemma":0.0000703179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005902303,"about_ca_topic_score_gemma":0.00003681422,"domain_scores_codex":[0.9983998,0.00007013221,0.0006712513,0.0003013741,0.0002916098,0.0002658627],"domain_scores_gemma":[0.9991221,0.0001342997,0.0002095933,0.0002842156,0.00004346026,0.0002063308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00114067,0.0004320735,0.9890222,0.005059893,0.00004177163,0.00001090911,0.001282714,0.00000395963,0.001266322,0.0000213553,0.0002999743,0.001418176],"study_design_scores_gemma":[0.001604387,0.0008362802,0.970691,0.01798165,0.0001872247,0.00003262958,0.0002506493,0.0003845952,0.007211256,0.0001293588,0.00052737,0.0001636329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949272,0.002845258,0.00002199737,0.0003964813,0.0004774958,0.000499577,0.0001793315,0.00002243558,0.0006301665],"genre_scores_gemma":[0.998431,0.0006074877,0.0007677188,0.00004533765,0.00004044679,0.00001584722,0.00002346717,0.0000204301,0.0000483201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01833121,"threshold_uncertainty_score":0.5635149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103834741391339,"score_gpt":0.3215045656453163,"score_spread":0.3004662182314029,"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."}}