{"id":"W3106653255","doi":"10.1002/ijgo.13493","title":"Retrospective validation study of miniPIERS prediction model in Zanzibar","year":2020,"lang":"en","type":"article","venue":"International Journal of Gynecology & Obstetrics","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's Health Research Institute","funders":"","keywords":"Medicine; Referral; Confidence interval; Retrospective cohort study; Risk stratification; Receiver operating characteristic; Tanzania; Pregnancy; Predictive value; Emergency medicine; Pediatrics; Obstetrics; Surgery; Internal medicine; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01131528,0.0007504824,0.0005632578,0.0009930332,0.0004337795,0.0007056369,0.0009297649,0.0003663235,0.0009659317],"category_scores_gemma":[0.02265273,0.0004202166,0.0004766738,0.0006323981,0.0004520193,0.0003925455,0.0008290776,0.0005610155,0.0002992638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006196107,"about_ca_system_score_gemma":0.001232711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00871643,"about_ca_topic_score_gemma":0.008095085,"domain_scores_codex":[0.9973586,0.001032334,0.000262023,0.0004828594,0.000621701,0.0002424655],"domain_scores_gemma":[0.987805,0.004082944,0.002841302,0.002083102,0.002830073,0.0003576098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004330509,0.00007343102,0.991726,0.00003871813,0.00007916967,0.0001711159,0.0002776106,0.0008733062,0.000427123,0.0000554765,0.0003741032,0.005470898],"study_design_scores_gemma":[0.00004535849,0.0007695395,0.9807327,0.00009914503,0.0000994897,0.0007169135,0.0006083076,0.01425817,0.001076958,0.00007456943,0.001501854,0.00001689846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975988,0.0001475345,0.001391257,0.00004003662,0.00001215731,0.000072647,0.0004769386,0.00002326348,0.0002373438],"genre_scores_gemma":[0.9967678,0.00009629269,0.001384001,0.00003108471,0.000009031365,0.00005318061,0.001527371,0.000009226028,0.0001220513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01131528,"threshold_uncertainty_score":0.05984169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03601282957131829,"score_gpt":0.3015179718569097,"score_spread":0.2655051422855914,"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."}}