{"id":"W4313597387","doi":"10.1016/s2666-7568(22)00294-x","title":"Who should be screened for post-partum cardiovascular risk?","year":2023,"lang":"en","type":"letter","venue":"The Lancet Healthy Longevity","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Post partum; Medicine; Obstetrics; Biology; 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003044057,0.0006240195,0.002759249,0.0001226454,0.0007514095,0.00004314115,0.0006307937,0.0009800612,0.00002634586],"category_scores_gemma":[0.001018429,0.0004180486,0.001362233,0.0003066949,0.0002823064,0.00006801572,0.0002676546,0.003858174,0.0001071502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001667084,"about_ca_system_score_gemma":0.0003280184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001231997,"about_ca_topic_score_gemma":0.0004364598,"domain_scores_codex":[0.9954271,0.0007791374,0.0005752497,0.0008942044,0.0009270822,0.001397177],"domain_scores_gemma":[0.9950581,0.001481526,0.0003313006,0.0026863,0.0002899703,0.0001528221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007849171,0.00002235453,0.001895293,0.003850844,0.002146894,0.0001691988,0.0003417731,0.000006093141,6.018029e-7,0.00003543892,0.9853196,0.005427016],"study_design_scores_gemma":[0.002217399,0.0005273118,0.02226344,0.000903481,0.001893174,0.00004050049,0.00004160896,0.0000439641,0.00001313936,0.0006363412,0.9709951,0.0004245099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001072158,0.0317752,0.0003044195,0.9572508,0.001273929,0.003529495,0.002515806,0.0005059194,0.001772273],"genre_scores_gemma":[0.001525967,0.02248508,0.0004042584,0.9451147,0.02502562,0.0009585955,0.001253307,0.0002095521,0.003022941],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02375169,"threshold_uncertainty_score":0.9998271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.160126896589828,"score_gpt":0.3519495999493716,"score_spread":0.1918227033595435,"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."}}