{"id":"W2988335643","doi":"10.1001/jamasurg.2019.4547","title":"A Consensus Framework for the Humanitarian Surgical Response to Armed Conflict in 21st Century Warfare","year":2019,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"World Health Organization","keywords":"Medicine; Delphi method; Medical emergency","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":[0.003207095,0.0002302271,0.0007180292,0.0002859364,0.000123342,0.00004277906,0.0001146869,0.0003245418,0.0003544699],"category_scores_gemma":[0.00527024,0.000166656,0.0003149479,0.0004991411,0.0000714686,0.00003566371,0.00005050922,0.0005228575,0.0002939899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001714791,"about_ca_system_score_gemma":0.0006208271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002155289,"about_ca_topic_score_gemma":0.00003249659,"domain_scores_codex":[0.9973159,0.0003062274,0.0006508153,0.0004162836,0.0003816177,0.0009291327],"domain_scores_gemma":[0.9788544,0.01975365,0.0001104045,0.0006300734,0.0001776418,0.0004738455],"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":[0.1206841,0.000835727,0.6587216,0.001020786,0.0002139161,0.002823385,0.002576426,0.00003444446,0.0003892967,0.01792546,0.1521644,0.04261051],"study_design_scores_gemma":[0.001321491,0.0001323929,0.2590092,0.0004741676,0.00002134623,0.0001418233,0.001240956,0.00005506326,0.00003976825,0.0001577171,0.7372076,0.0001984526],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609879,0.00154391,0.00001633866,0.03253086,0.001952088,0.001634795,0.00008044028,0.00007432546,0.001179326],"genre_scores_gemma":[0.9877384,0.0002096925,0.0002393546,0.01050406,0.0004359991,0.0001469218,0.00003851368,0.00003951901,0.0006475558],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5850433,"threshold_uncertainty_score":0.6796033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03770476265626396,"score_gpt":0.3238805929929291,"score_spread":0.2861758303366652,"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."}}