{"id":"W2969236132","doi":"10.1136/bmjopen-2018-028670","title":"Competence of healthcare professionals in diagnosing and managing obstetric complications and conducting neonatal care: a clinical vignette-based assessment in district and subdistrict hospitals in northern Bangladesh","year":2019,"lang":"en","type":"article","venue":"BMJ Open","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Centre for Diarrhoeal Disease Research, Bangladesh; UNICEF; Styrelsen för Internationellt Utvecklingssamarbete; Global Affairs Canada; Bill and Melinda Gates Foundation; Ministry of Health and Family Welfare; Department for International Development","keywords":"Medicine; Vignette; Family medicine; Health care; Nursing; Reproductive medicine; Competence (human resources); Health professionals; Pregnancy","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":[0.002049412,0.0001736647,0.0001813308,0.000708316,0.0006959033,0.0006553621,0.0003113467,0.0003555359,0.001551962],"category_scores_gemma":[0.008157066,0.0003086578,0.000178446,0.0006302116,0.0006779126,0.0004052208,0.001282508,0.0004443298,0.0002175461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002348028,"about_ca_system_score_gemma":0.001813781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01200359,"about_ca_topic_score_gemma":0.02148319,"domain_scores_codex":[0.9984764,0.0006886333,0.0002038257,0.0001130325,0.0002364111,0.0002816996],"domain_scores_gemma":[0.9959443,0.0009483176,0.001461866,0.0001325996,0.0005334816,0.0009795086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001524783,0.0001839134,0.9504828,0.0001523447,0.00001953315,0.0008093716,0.03649793,0.0001502828,0.001071665,0.00005806079,0.0004259633,0.00999565],"study_design_scores_gemma":[0.0000124429,0.0005798551,0.9288452,0.00007476017,0.000007617134,0.0006325842,0.0680705,0.0002516029,0.0002781736,0.00004630429,0.001178433,0.00002250147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994887,0.000035777,0.00003633957,0.00005711356,0.000001366018,0.00002333464,0.00003169661,9.00443e-7,0.0003248002],"genre_scores_gemma":[0.9995627,0.00008388031,0.0001414711,0.00002177763,0.000001286207,0.00001666374,0.00003745508,3.761512e-7,0.0001342951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01200359,"threshold_uncertainty_score":0.02386749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07051373569451956,"score_gpt":0.4396508966964611,"score_spread":0.3691371610019415,"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."}}