{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001355452,0.0001145554,0.0005441294,0.00005788627,0.0000957134,0.000002056529,0.00004524985,0.0001678202,0.0000171481],"category_scores_gemma":[0.008319867,0.00009931104,0.0001239226,0.000117581,0.00006848154,0.0000989163,0.00006019325,0.0002328908,0.000004884107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004845435,"about_ca_system_score_gemma":0.00007061319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005452666,"about_ca_topic_score_gemma":0.000112917,"domain_scores_codex":[0.998487,0.0002769565,0.0004834205,0.000359007,0.00004738839,0.0003462233],"domain_scores_gemma":[0.9973542,0.002094486,0.0001381154,0.0002796608,0.0000927658,0.00004074089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001595431,0.00006709044,0.9727821,0.000220756,0.0001090271,0.00002309649,0.0007165193,0.00148744,0.0002219611,0.007635997,0.005586926,0.01098954],"study_design_scores_gemma":[0.003127324,0.0003050213,0.7069904,0.001387952,0.000225757,0.000168093,0.0004791052,0.04526629,0.000900683,0.2251591,0.01574003,0.0002503184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6830283,0.1287921,0.1344101,0.01726656,0.001883787,0.001884232,0.0001973467,0.0004010869,0.03213642],"genre_scores_gemma":[0.9742609,0.005416826,0.01676343,0.001721165,0.0003702062,0.0002932322,0.00008631589,0.00001902201,0.001068903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2912326,"threshold_uncertainty_score":0.9960259,"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."}}