{"id":"W3215650711","doi":"10.1136/bmjopen-2021-049799","title":"Prognostic accuracy of antenatal Doppler ultrasound for adverse perinatal outcomes in low-income and middle-income countries: a systematic review","year":2021,"lang":"en","type":"review","venue":"BMJ Open","topic":"Pregnancy and preeclampsia studies","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Grand Challenges Canada; Universitair Medisch Centrum Utrecht","keywords":"Medicine; Low and middle income countries; Public health; Obstetrics; Doppler ultrasound; Developing country; Ultrasound; Epidemiology; Pregnancy; Radiology; Nursing; Internal medicine; Economic growth","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006708996,0.001219703,0.007596517,0.01041696,0.0005027479,0.002279366,0.001717448,0.001564676,0.002569181],"category_scores_gemma":[0.04560375,0.0009464533,0.0073165,0.009380379,0.0007299641,0.001844027,0.001233248,0.0007852688,0.0001684941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002248931,"about_ca_system_score_gemma":0.007623446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008436276,"about_ca_topic_score_gemma":0.01972213,"domain_scores_codex":[0.9942216,0.001757373,0.002536969,0.0004876999,0.0008260804,0.0001702674],"domain_scores_gemma":[0.9609949,0.02968232,0.006425456,0.0004304055,0.002211621,0.0002554205],"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":[0.000299287,0.0000181722,0.005383394,0.9444287,0.01895787,0.0001189949,0.0001768896,0.000116022,0.00009028419,0.0001039894,0.0007241195,0.02958225],"study_design_scores_gemma":[0.0003135948,0.0002755986,0.01864153,0.7637038,0.2081023,0.000542792,0.0003620431,0.0002013469,0.000175919,0.0001980806,0.007430601,0.00005239501],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003323511,0.99542,0.0001149646,0.0001770854,0.00005967864,0.0002361939,0.0004836783,0.000007774582,0.0001771871],"genre_scores_gemma":[0.0525057,0.9452558,0.0007665437,0.0003985258,0.00008727689,0.0005349898,0.0003689773,0.000004908004,0.00007731597],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01041696,"threshold_uncertainty_score":0.03548098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09034252232281473,"score_gpt":0.419488415309762,"score_spread":0.3291458929869473,"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."}}