{"id":"W2169322254","doi":"10.1017/s1049023x12000064","title":"Best Practice Guidelines on Surgical Response in Disasters and Humanitarian Emergencies: Report of the 2011 Humanitarian Action Summit Working Group on Surgical Issues within the Humanitarian Space","year":2011,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Global Health and Surgery","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto; Institute of Population and Public Health; Stan Cassidy Foundation; University of Ottawa; Western University","funders":"","keywords":"Summit; Standardization; Action (physics); Accountability; Humanitarian aid; Public relations; Population; Medicine; Business; Medical emergency; Operations management; Public administration; Political science; Law; Engineering; Environmental health","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":[0.002834312,0.0003745736,0.0006260788,0.0001699259,0.000321034,0.00002269088,0.0001808899,0.0001699199,0.0001444861],"category_scores_gemma":[0.001735329,0.0002020273,0.0001038129,0.0002389237,0.0006684978,0.0002089697,0.0001403574,0.0005845451,0.00001236005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007168855,"about_ca_system_score_gemma":0.00007504427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003791568,"about_ca_topic_score_gemma":0.001598991,"domain_scores_codex":[0.9966613,0.0004385396,0.001132765,0.0005791162,0.0007181362,0.0004701125],"domain_scores_gemma":[0.9977799,0.0006232274,0.0004500709,0.000643042,0.0002097322,0.0002940331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1162912,0.007609669,0.4979489,0.001557589,0.0007752485,0.01372298,0.2218597,0.00002016461,0.000408342,0.1040552,0.02297264,0.01277843],"study_design_scores_gemma":[0.01111219,0.02182428,0.5521662,0.007314045,0.0009350252,0.003693457,0.2281296,0.0001401761,0.0001509975,0.004058123,0.1692775,0.001198463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646924,0.002259972,0.000003659723,0.0207409,0.001145515,0.0007899911,0.000006067145,0.00002981002,0.01033176],"genre_scores_gemma":[0.9963119,0.0003140499,0.00009462054,0.001118806,0.0006185322,0.00003457152,0.00001710393,0.00003157973,0.001458821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1463048,"threshold_uncertainty_score":0.8238434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09606175954806696,"score_gpt":0.3549927153304465,"score_spread":0.2589309557823796,"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."}}