{"id":"W2769314807","doi":"10.1016/j.preghy.2017.11.006","title":"Prediction of adverse maternal outcomes from pre-eclampsia and other hypertensive disorders of pregnancy: A systematic review","year":2017,"lang":"en","type":"review","venue":"Pregnancy Hypertension","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Pregnancy; Eclampsia; CINAHL; Receiver operating characteristic; Likelihood ratios in diagnostic testing; Adverse effect; MEDLINE; Obstetrics; Intensive care medicine; Internal medicine; Psychiatry; Psychological intervention","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"],"consensus_categories":[],"category_scores_codex":[0.000272649,0.001025762,0.009594832,0.0002708799,0.0001775709,0.00001086854,0.0004702004,0.000602163,0.00004274735],"category_scores_gemma":[0.001135853,0.0006691964,0.001350441,0.0001762521,0.0004057543,0.0002143737,0.0003768286,0.0005116995,0.00001640976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005932586,"about_ca_system_score_gemma":0.0002098155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002615223,"about_ca_topic_score_gemma":0.00002549867,"domain_scores_codex":[0.9950158,0.0004297526,0.002415941,0.0009579742,0.0007326787,0.0004478645],"domain_scores_gemma":[0.9938446,0.0005159992,0.002952724,0.00216581,0.0003426806,0.0001782299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003905451,0.000195811,0.004259296,0.9214303,0.00249555,0.00006197054,0.0002016535,5.640526e-8,0.000005233433,0.00002657857,0.00006796145,0.07121647],"study_design_scores_gemma":[0.001319643,0.0002479645,0.004212555,0.9614393,0.02593902,0.0002399315,0.0000264338,0.00001385776,0.000007479634,0.000102243,0.006014867,0.0004367015],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009867232,0.9903455,0.00002198502,0.00005921787,0.0004515039,0.007477529,0.0007729126,0.00009313086,0.0006795997],"genre_scores_gemma":[0.001764002,0.9963368,0.0003322434,0.0001235652,0.00004428237,0.0007342694,0.000130249,0.0001429683,0.0003915888],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07077976,"threshold_uncertainty_score":0.9995759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0960422903777451,"score_gpt":0.320088148902461,"score_spread":0.2240458585247159,"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."}}