{"id":"W4413735767","doi":"10.18282/po4579","title":"Nomogram for predicting cognitive impairment in postpartum depression patients after pharmacotherapy: Development and validation","year":2025,"lang":"en","type":"article","venue":"Psycho-Oncologie","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nomogram; Pharmacotherapy; Depression (economics); Cognitive impairment; Postpartum depression; Medicine; Cognition; Clinical psychology; Psychiatry; Internal medicine; Pregnancy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002606705,0.0001508977,0.0002100569,0.0001366233,0.00008727888,0.00001604901,0.00004415185,0.00009339718,0.00002589967],"category_scores_gemma":[0.0000550959,0.0001281262,0.00003334844,0.0001019865,0.00002681071,0.00007496191,0.00003920721,0.0001322732,0.000004069021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114638,"about_ca_system_score_gemma":0.0001035049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008730478,"about_ca_topic_score_gemma":0.000008004054,"domain_scores_codex":[0.9988326,0.00005231709,0.0003668849,0.0003130167,0.0001300269,0.0003051899],"domain_scores_gemma":[0.999469,0.0001946631,0.00009057608,0.00008212804,0.00006940484,0.00009422165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005402398,0.0006939407,0.9492161,0.001468969,0.00003461967,0.000007072901,0.001007177,4.839347e-7,0.00007825084,0.000002577779,0.00006754995,0.04202086],"study_design_scores_gemma":[0.00783636,0.0006479989,0.9578313,0.005506149,0.00004462603,0.000002066024,0.0001640494,0.00007613902,0.02608793,0.00007826311,0.001601457,0.0001237024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947129,0.0007623078,0.0002290361,0.0004696989,0.0008196338,0.002326584,0.00001815376,0.00005580453,0.000605807],"genre_scores_gemma":[0.9957158,0.0002113651,0.001204396,0.001165882,0.00005779103,0.001293613,0.00006134323,0.00001272182,0.0002770895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04189716,"threshold_uncertainty_score":0.5224834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0253224497852561,"score_gpt":0.367181783613467,"score_spread":0.3418593338282109,"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."}}