{"id":"W4404052928","doi":"10.1097/pec.0000000000003276","title":"Assessment of Facility Readiness for Pediatric Emergency and Critical Care Utilizing a 2-Phase Survey Conducted in Six Hospitals in Uganda and Cameroon: A Quality Improvement Study","year":2024,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Disaster Response and Management","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Observational study; Medical emergency; Pediatric emergency medicine; Emergency department; Emergency 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002513656,0.0003713671,0.0007252262,0.0006146975,0.0002157387,0.00001648322,0.0001915186,0.000175296,0.0002254506],"category_scores_gemma":[0.0009838893,0.0003530855,0.0000928766,0.001325638,0.00003316828,0.0002319608,0.0003647818,0.0004587799,0.000002774668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000235136,"about_ca_system_score_gemma":0.00046986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004795733,"about_ca_topic_score_gemma":0.00983155,"domain_scores_codex":[0.9948019,0.001164915,0.001919203,0.0009613825,0.0004637115,0.0006889282],"domain_scores_gemma":[0.9979334,0.0006224053,0.0002089883,0.0004445464,0.0005891138,0.0002015111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001574013,0.0004659607,0.950501,0.01429904,0.00003009759,0.00001807762,0.03140655,0.000001280899,0.00005276227,0.0001805014,0.0005404617,0.002346902],"study_design_scores_gemma":[0.002365393,0.0009078365,0.8531256,0.00003641777,0.0002483731,1.278469e-7,0.1426502,0.00005945549,0.000002417072,0.00008804236,0.0001507564,0.0003653387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742785,0.01697218,0.0001385661,0.00007063711,0.001777668,0.004346858,0.00205255,0.00005722655,0.0003058583],"genre_scores_gemma":[0.9944702,0.003577397,0.00005978107,0.00001271777,0.0001822576,0.001351976,0.0002359544,0.00003212827,0.00007755282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112436,"threshold_uncertainty_score":0.9998921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085235782706183,"score_gpt":0.513208499418885,"score_spread":0.4046849211482668,"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."}}