{"id":"W3037066019","doi":"10.1016/j.jemermed.2020.04.046","title":"Emergency Medicine in Egypt","year":2020,"lang":"en","type":"article","venue":"Journal of Emergency Medicine","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Specialty; Certification; Medicine; Middle East; Emergency medical services; Medical education; Political science; Emergency medicine; Family medicine","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":[0.0004325193,0.0002744204,0.0001525804,0.001214518,0.001297142,0.001242784,0.0002978829,0.0009392228,0.02674445],"category_scores_gemma":[0.0009175316,0.0001939541,0.0002270668,0.001460026,0.0004477153,0.0009597094,0.001658226,0.0009577278,0.00228431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003018166,"about_ca_system_score_gemma":0.006285713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02484983,"about_ca_topic_score_gemma":0.0458864,"domain_scores_codex":[0.9996052,0.00006994318,0.00003833148,0.00003022015,0.00004220007,0.0002140255],"domain_scores_gemma":[0.999436,0.00004494219,0.0001003929,0.00001759664,0.0001092732,0.00029182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007294692,0.001182042,0.4782758,0.002903236,0.0001475046,0.01538733,0.01154964,0.000577327,0.002584046,0.02219461,0.1985455,0.2659234],"study_design_scores_gemma":[0.00005600438,0.0001212309,0.715709,0.001129505,0.0000298667,0.004997954,0.01602333,0.0001442227,0.0003000083,0.0008434048,0.2606179,0.0000275595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6248633,0.05382084,0.0003104607,0.088664,0.00282727,0.0001886882,0.003416785,0.0001087367,0.2258001],"genre_scores_gemma":[0.863121,0.03840918,0.0005305101,0.01446421,0.001544807,0.00009826908,0.001881844,0.00003557679,0.07991461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02674445,"threshold_uncertainty_score":0.08946913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1145340448385205,"score_gpt":0.3829827737076061,"score_spread":0.2684487288690856,"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."}}