{"id":"W4307548949","doi":"10.3390/diagnostics12112598","title":"Risk Factors for Post-Traumatic Stress Disorder after Childbirth: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Diagnostics","topic":"Maternal and Perinatal Health Interventions","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Childbirth; Psychological intervention; Traumatic stress; Anxiety; Psychiatry; Systematic review; Pregnancy; Scopus; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003660065,0.0005289806,0.003360477,0.0001687699,0.0001640852,0.00002934213,0.0002724207,0.0001610528,0.003179522],"category_scores_gemma":[0.004657361,0.0003525767,0.001498694,0.0002224653,0.00003264046,0.00003579553,0.0001173708,0.0005854583,0.0001346263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001522462,"about_ca_system_score_gemma":0.0001541469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002520471,"about_ca_topic_score_gemma":0.00008158397,"domain_scores_codex":[0.9969654,0.0003045927,0.001580219,0.0003873905,0.0003753793,0.0003870079],"domain_scores_gemma":[0.9952667,0.002837763,0.000854704,0.0006929885,0.0001106449,0.0002372495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000005814742,0.0003268674,0.0001222047,0.975636,0.0003172269,0.00004370774,0.0001229432,7.494731e-8,1.021124e-10,0.00003909595,0.0003295114,0.02305656],"study_design_scores_gemma":[0.0001042343,0.0003262025,0.00007576652,0.5020944,0.005514978,0.00006231714,0.00005091425,0.000002037459,9.434538e-9,0.00000541807,0.4915725,0.0001912422],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009199976,0.9724216,0.00003881154,0.00005653948,0.0006009175,0.01011926,0.01655651,0.0000620806,0.00005223857],"genre_scores_gemma":[0.00001913179,0.9861936,0.00005556006,0.0003605266,0.0001135217,0.008709222,0.002805271,0.0001113632,0.001631813],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4912429,"threshold_uncertainty_score":0.9998927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05476429725287272,"score_gpt":0.3833425430727643,"score_spread":0.3285782458198915,"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."}}