{"id":"W3025612309","doi":"10.1101/2020.05.11.20098632","title":"Basic emergency Obstetric and Neonatal Care Knowledge retention and Skills of Health Professionals in Burundi following an ALARM International Program Training: A pilot study","year":2020,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Society of Obstetricians and Gynaecologists of Canada","funders":"","keywords":"Medicine; Neonatal resuscitation; Objective structured clinical examination; Test (biology); Health professionals; Physical therapy; Nursing; Emergency medicine; Health care; Resuscitation","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":[0.002286082,0.00039803,0.0003725782,0.0006129494,0.0009226793,0.0003802177,0.0003856046,0.0005211468,0.001531582],"category_scores_gemma":[0.002782745,0.0003382336,0.0003332108,0.0004392657,0.0004932228,0.0004963353,0.0007623716,0.0007133951,0.0004284479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007622467,"about_ca_system_score_gemma":0.001340767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00478036,"about_ca_topic_score_gemma":0.007190091,"domain_scores_codex":[0.9991263,0.000275541,0.00005280608,0.00009248887,0.0001699407,0.0002829735],"domain_scores_gemma":[0.9984048,0.0002887575,0.000300728,0.00008520868,0.0003453108,0.0005752055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002412096,0.02630239,0.9041275,0.0002149286,0.00004012431,0.0008070362,0.02181253,0.0001267772,0.005312995,0.00005484913,0.0004197965,0.03836899],"study_design_scores_gemma":[0.0001805333,0.02196666,0.9617643,0.00004148917,0.0000324091,0.0002204477,0.01371797,0.000150478,0.0009653493,0.00002215687,0.0009218748,0.00001625201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997786,0.00000957755,0.00001636162,0.000008191902,0.000001955584,0.00004982412,0.00001212248,5.694419e-7,0.0001228434],"genre_scores_gemma":[0.9988182,0.00005204879,0.0002420652,0.00004654948,0.00001008829,0.0002319022,0.0000899458,7.731697e-7,0.0005084069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00478036,"threshold_uncertainty_score":0.01209009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07315171864528447,"score_gpt":0.3905038532720007,"score_spread":0.3173521346267162,"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."}}