{"id":"W2898149692","doi":"10.18203/2394-6040.ijcmph20184606","title":"Triage for low income countries: is ESI truly the way forward?","year":2018,"lang":"en","type":"article","venue":"International Journal of Community Medicine and Public Health","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Triage; Overcrowding; Medical emergency; Timeline; Medicine; Scale (ratio); Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005014163,0.0007715748,0.0009261885,0.001317581,0.001647468,0.004737264,0.001261065,0.003531019,0.01594905],"category_scores_gemma":[0.01944993,0.0002903825,0.0006588299,0.00244792,0.002023303,0.005848031,0.003365045,0.006161591,0.004834339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002013394,"about_ca_system_score_gemma":0.007278537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005652914,"about_ca_topic_score_gemma":0.005419158,"domain_scores_codex":[0.9978411,0.0007955857,0.0002057969,0.0001881884,0.000505776,0.0004634922],"domain_scores_gemma":[0.9886389,0.002524114,0.001490078,0.0003082558,0.003950847,0.003087835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000155564,0.0001124576,0.01754323,0.002826297,0.00004868264,0.001132426,0.001157719,0.0001699129,0.0003778087,0.01072255,0.4827725,0.4829808],"study_design_scores_gemma":[0.0001492379,0.000673122,0.06503244,0.02000219,0.000118847,0.004100748,0.01279846,0.0007449502,0.0004308395,0.02037792,0.8753789,0.0001923411],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007250474,0.07965562,0.002086728,0.8809454,0.01495222,0.00006470432,0.0005533774,0.0002212228,0.0142702],"genre_scores_gemma":[0.1780884,0.393435,0.01296766,0.3691372,0.03123338,0.0004828718,0.002452392,0.0002970178,0.01190609],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01594905,"threshold_uncertainty_score":0.05335486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08206374817526811,"score_gpt":0.4181978594523189,"score_spread":0.3361341112770507,"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."}}