{"id":"W3139012567","doi":"10.1097/ede.0000000000001349","title":"Accounting for Repeat Pregnancies in Risk Prediction Models","year":2021,"lang":"en","type":"article","venue":"Epidemiology","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Public Health Ontario; University of British Columbia; McGill University; University of Toronto; Jewish General Hospital","funders":"","keywords":"Censoring (clinical trials); Medicine; Cohort; Predictive modelling; Statistic; Cohort study; Obstetrics; Statistics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05894773,0.002309216,0.002855932,0.002614471,0.001671057,0.003041592,0.003717584,0.002862787,0.002804461],"category_scores_gemma":[0.1562075,0.001698623,0.003823203,0.002254299,0.001750674,0.004285239,0.002987255,0.005576338,0.0006823794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002164793,"about_ca_system_score_gemma":0.003551561,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02712593,"about_ca_topic_score_gemma":0.01930146,"domain_scores_codex":[0.9800643,0.01485928,0.0009439006,0.00239742,0.001036244,0.0006988219],"domain_scores_gemma":[0.7649686,0.2178646,0.006120868,0.006518259,0.003374222,0.001153458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007080452,0.0001319969,0.07291333,0.0001305833,0.001132954,0.0003859465,0.0003333455,0.8881975,0.0001840667,0.002958336,0.001117165,0.03180678],"study_design_scores_gemma":[0.00004104303,0.0001462627,0.003379649,0.0000732046,0.0002611653,0.0001505671,0.00003952551,0.9829398,0.0002922874,0.01205761,0.0005690978,0.0000498835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3220934,0.004054205,0.6648009,0.002870013,0.0004427185,0.000486467,0.001187761,0.001580974,0.002483513],"genre_scores_gemma":[0.8845045,0.0008654996,0.1107133,0.0004231412,0.0002208526,0.0004584618,0.001036813,0.0002239148,0.001553451],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05894773,"threshold_uncertainty_score":0.3117491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09250364359186174,"score_gpt":0.3380504683393086,"score_spread":0.2455468247474468,"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."}}