{"id":"W3150697062","doi":"10.1097/fm9.0000000000000096","title":"Management of Preeclampsia in Low- and Middle-Income Countries: Lessons to Date, and Questions Arising, from the PRE-EMPT and Related Initiatives","year":2021,"lang":"en","type":"article","venue":"Maternal-Fetal Medicine","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Preeclampsia; Medicine; Psychological intervention; Pregnancy; Population; Gestational hypertension; Proteinuria; Obstetrics; Intensive care medicine; Environmental health; Internal medicine; Nursing","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":[0.0002826435,0.0001910427,0.0004708997,0.00008109042,0.00009711793,0.00001794587,0.00007401276,0.00007128565,0.00008499386],"category_scores_gemma":[0.0001235391,0.000127904,0.00001924266,0.0002004976,0.0004091111,0.0001036277,0.0002590129,0.0001926592,0.000002511237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001807171,"about_ca_system_score_gemma":0.00002198359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00048104,"about_ca_topic_score_gemma":0.0001861281,"domain_scores_codex":[0.9987041,0.0001013722,0.0004231006,0.000337488,0.000236041,0.0001978445],"domain_scores_gemma":[0.9991639,0.0002696738,0.0001055328,0.0002896178,0.00006101923,0.0001102192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000492443,0.0001179483,0.9591526,0.002930185,0.0009542654,0.001088342,0.02479959,0.000005333697,0.0006819544,0.006189131,0.00006046013,0.0035277],"study_design_scores_gemma":[0.002266959,0.0001916294,0.967739,0.02473209,0.0002747709,0.0001136628,0.001803383,0.0000548414,0.0006945802,0.001653513,0.0003599441,0.0001155855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641949,0.02150729,0.00007491114,0.01008416,0.0001372341,0.0004513192,0.00005218069,0.00002130363,0.003476736],"genre_scores_gemma":[0.9880871,0.01036284,0.0005191922,0.0003083702,0.00004519281,0.0000364001,0.00002230082,0.00001496289,0.000603701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02389217,"threshold_uncertainty_score":0.5215775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813338419274756,"score_gpt":0.2943083579255193,"score_spread":0.2761749737327717,"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."}}