{"id":"W4393372311","doi":"10.1377/hlthaff.2023.01447","title":"Perinatal Posttraumatic Stress Disorder Diagnoses Among Commercially Insured People Increased, 2008–20","year":2024,"lang":"en","type":"article","venue":"Health Affairs","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","funders":"National Institute of Mental Health; National Institutes of Health; National Institute on Minority Health and Health Disparities; U.S. Department of Veterans Affairs","keywords":"Logistic regression; Medicine; Medical diagnosis; Population; Posttraumatic stress; Demography; Ethnic group; Psychiatry; Pediatrics; Environmental health","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003278932,0.0002810763,0.0005187768,0.0001806566,0.0002586137,0.00006489319,0.0001348746,0.0001186699,0.0005081731],"category_scores_gemma":[0.00007039568,0.0002469688,0.0001174617,0.0002984901,0.00008999923,0.0001910853,0.00007320334,0.0004590382,0.0002254722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002140682,"about_ca_system_score_gemma":0.0005105347,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007315389,"about_ca_topic_score_gemma":0.006309764,"domain_scores_codex":[0.9977126,0.0001604062,0.0005905032,0.0004056391,0.0004180589,0.0007128319],"domain_scores_gemma":[0.9985605,0.0002424812,0.0001021228,0.0003561398,0.00004449557,0.0006942005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008329747,0.001229982,0.8519265,0.1090698,0.0001471266,0.0008738456,0.01108449,0.00001623962,0.0000101852,0.001502797,0.007893379,0.01541261],"study_design_scores_gemma":[0.001494537,0.001408024,0.9542357,0.02594763,0.00005834713,0.0002676655,0.001949122,0.0006542718,0.0001507302,0.00007658835,0.01338217,0.0003751704],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596145,0.02274232,0.00003178308,0.01167313,0.001226605,0.00138991,0.0003365107,0.0004037567,0.002581478],"genre_scores_gemma":[0.9952868,0.001892447,0.0001617628,0.001159857,0.0002489009,0.0001840872,0.0002429153,0.00006588893,0.0007573566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1023092,"threshold_uncertainty_score":0.9999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01488722222687102,"score_gpt":0.3047288438645509,"score_spread":0.2898416216376799,"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."}}