{"id":"W4304943285","doi":"10.1186/s12887-022-03627-1","title":"Health worker perspectives of Smart Triage, a digital triaging platform for quality improvement at a referral hospital in Uganda: a qualitative analysis","year":2022,"lang":"en","type":"article","venue":"BMC Pediatrics","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"Grand Challenges Canada; Wellcome Trust","keywords":"Triage; Medicine; Usability; Thematic analysis; Referral; Medical emergency; Nursing; Health care; Telemedicine; Digital health; Qualitative research; Early warning score","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001714829,0.0001838941,0.0008542918,0.0004446167,0.0001769483,0.00001710147,0.0001149834,0.00004614707,0.00004643975],"category_scores_gemma":[0.0004321753,0.0001616163,0.0004094978,0.001242034,0.00003706412,0.0001058204,0.0001746034,0.0002385959,0.000001494961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001279627,"about_ca_system_score_gemma":0.0004989967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001057781,"about_ca_topic_score_gemma":0.0004908069,"domain_scores_codex":[0.997494,0.000132274,0.0009244625,0.0004122193,0.0005918274,0.0004452556],"domain_scores_gemma":[0.9985037,0.0003974044,0.000540374,0.0002402289,0.0001292054,0.0001890131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008687449,0.001873534,0.9058616,0.0008603394,0.0003566392,0.000007541182,0.07777534,0.0001196854,0.000006670803,0.001137176,0.001206798,0.002107223],"study_design_scores_gemma":[0.01905477,0.007538571,0.7218045,0.00003889274,0.0007028661,0.000007417679,0.2470953,0.0004282316,0.00001175606,0.001427113,0.001402617,0.0004879632],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944611,0.00109913,0.0006283123,0.001338667,0.0001431266,0.001248757,0.0008719384,0.00003008094,0.0001789249],"genre_scores_gemma":[0.9979421,0.00008768512,0.000803961,0.0002352885,0.0001566172,0.0001435322,0.0001595136,0.00001631784,0.0004549149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1840571,"threshold_uncertainty_score":0.6590521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04994597160777759,"score_gpt":0.3886540818754271,"score_spread":0.3387081102676495,"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."}}