{"id":"W2257558597","doi":"10.1089/sur.2015.012","title":"Surgery for Conditions of Infectious Etiology in Resource-Limited Countries Affected by Crisis: The Médecins Sans Frontières Operations Centre Brussels Experience","year":2015,"lang":"en","type":"article","venue":"Surgical Infections","topic":"Global Health and Surgery","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Fogarty International Center","keywords":"Medicine; Specialty; Orthopedic surgery; Health care; Epidemiology; Healthcare system; Developing country; Medical emergency; Surgery; Family medicine; Emergency medicine; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006744871,0.0001950092,0.0005765516,0.0002850514,0.0003299983,0.00002845956,0.00006994512,0.000225365,0.0001787466],"category_scores_gemma":[0.001461712,0.0001463823,0.0002259202,0.0008270392,0.0003321866,0.0001316004,0.00002901431,0.000277815,0.00001815044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001619054,"about_ca_system_score_gemma":0.0004427753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729963,"about_ca_topic_score_gemma":0.002230566,"domain_scores_codex":[0.9978925,0.0003689887,0.000682355,0.0003027364,0.0002279964,0.000525446],"domain_scores_gemma":[0.996922,0.001858769,0.0001042589,0.0003224103,0.000455818,0.0003367517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005387595,0.002474046,0.4904435,0.0001322561,0.000152759,0.00004402241,0.003062025,0.001360097,0.000203728,0.007844896,0.4935532,0.0001907944],"study_design_scores_gemma":[0.005566994,0.0006549737,0.1136737,0.0002447372,0.0002176847,0.0004824469,0.006471168,0.001189727,0.0008190299,0.0005384464,0.8696257,0.0005153476],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875147,0.000462642,0.0006434042,0.007831011,0.0005754468,0.0009726425,0.0004100128,0.0001410632,0.00144907],"genre_scores_gemma":[0.9973915,0.000215121,0.00002773053,0.001189463,0.0001300971,0.0003724695,0.0004672889,0.00001846986,0.0001878886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3767698,"threshold_uncertainty_score":0.5969298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02423689915197262,"score_gpt":0.321161471574528,"score_spread":0.2969245724225553,"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."}}