{"id":"W2073079975","doi":"10.1136/emermed-2013-202590","title":"Emergency and trauma care in Pakistan: a cross-sectional study of healthcare levels","year":2013,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas Mental Health University Institute; Douglas College","funders":"Fogarty International Center","keywords":"Medicine; Health care; Cross-sectional study; Public health; Medical emergency; Secondary care; Tertiary care; Health facility; Family medicine; Emergency medicine; Primary care; Environmental health; Nursing; Health services; Population","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":[0.0007063692,0.0002252288,0.0003105904,0.0006397411,0.0008207607,0.0006291449,0.0002713165,0.0004661373,0.002194799],"category_scores_gemma":[0.001837132,0.0004790309,0.0002749232,0.001310469,0.0004544266,0.0008128777,0.0005123279,0.0006108254,0.0003543742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007528006,"about_ca_system_score_gemma":0.0009548886,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02364907,"about_ca_topic_score_gemma":0.02176948,"domain_scores_codex":[0.9992763,0.0001520255,0.00007406003,0.0001102069,0.0001778988,0.0002095447],"domain_scores_gemma":[0.9982966,0.000307589,0.0007281975,0.00005370726,0.0002372185,0.0003767418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001683747,0.00006429708,0.9986603,0.000009880345,0.000009736436,0.00007127287,0.000539694,0.00001205356,0.00005341314,0.00000860662,0.00006962482,0.0004842401],"study_design_scores_gemma":[0.000004258988,0.0001817324,0.9968691,0.000009538847,0.000004389763,0.0002106398,0.002488375,0.00004256692,0.0000216954,0.000007135809,0.0001573361,0.000003171946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993869,0.00003867712,0.00002717593,0.00004632746,0.00000244107,0.00001660097,0.0002389023,7.431884e-7,0.0002422663],"genre_scores_gemma":[0.9995756,0.00006245211,0.0000441683,0.00005593282,0.000003255709,0.00001585239,0.0001603763,4.450431e-7,0.00008203547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02364907,"threshold_uncertainty_score":0.04702282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07399217087489503,"score_gpt":0.420970772362712,"score_spread":0.346978601487817,"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."}}