{"id":"W4310155435","doi":"10.1111/ppe.12938","title":"Machine learning‐based placental clusters and their associations with adverse pregnancy outcomes","year":2022,"lang":"en","type":"article","venue":"Paediatric and Perinatal Epidemiology","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Child Health and Human Development; National Institute on Deafness and Other Communication Disorders; National Institute on Alcohol Abuse and Alcoholism; National Institutes of Health","keywords":"Medicine; Pregnancy; Obstetrics; Fetus; Relative risk; Confidence interval; Gestation; Placenta; Prospective cohort study; Cohort study; Cohort; Cluster (spacecraft); Internal medicine","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":[0.0004947651,0.0001969823,0.0005697148,0.00009955808,0.0005321949,0.000002366513,0.00005554251,0.00006841944,0.00009309164],"category_scores_gemma":[0.0006746762,0.0001362023,0.00008430417,0.0001405321,0.0001633802,0.00004688409,0.0002002292,0.0004810463,0.000001921872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005455918,"about_ca_system_score_gemma":0.00005007714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001270085,"about_ca_topic_score_gemma":0.00002617277,"domain_scores_codex":[0.9985855,0.0004442138,0.0002526729,0.00032463,0.00008501561,0.0003079933],"domain_scores_gemma":[0.9976422,0.001947818,0.0001552657,0.0001215198,0.00001945925,0.0001137496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001533661,0.00004194669,0.9951383,0.00008585966,0.0001170898,0.00002424584,0.0006267876,0.0002035641,0.000001200678,0.0002835516,0.00007721393,0.003246872],"study_design_scores_gemma":[0.003432066,0.001183453,0.9800881,0.00003385372,0.0001374522,0.0001507372,0.0008575908,0.005553913,0.000002076798,0.0002107033,0.008117948,0.0002320693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9100233,0.07469764,0.0008453198,0.01021595,0.0002928173,0.0008428876,0.000527426,0.0001899886,0.002364711],"genre_scores_gemma":[0.9964438,0.001078086,0.0005272508,0.001144182,0.00003349637,0.00008096633,0.0001303275,0.00001580284,0.0005461079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08642053,"threshold_uncertainty_score":0.5554167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02695475211397787,"score_gpt":0.2762414693965446,"score_spread":0.2492867172825668,"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."}}