{"id":"W2750921499","doi":"10.1136/emermed-2017-207023","title":"One hundred years on: Ypres and ATLS","year":2017,"lang":"en","type":"article","venue":"Emergency Medicine Journal","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Battle; Officer; Offensive; Blood transfusion; Surgery; General surgery; Ancient history; History; Operations research; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008441809,0.0008220471,0.0005276182,0.001464416,0.001876006,0.003214892,0.000750791,0.0030053,0.1367812],"category_scores_gemma":[0.002816722,0.0003402955,0.0005069536,0.001180209,0.001381698,0.003216556,0.003527657,0.005416674,0.0688142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001823413,"about_ca_system_score_gemma":0.002471507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005746396,"about_ca_topic_score_gemma":0.01501096,"domain_scores_codex":[0.9993027,0.0001312692,0.00007306621,0.0001171485,0.0002066657,0.0001690738],"domain_scores_gemma":[0.998939,0.0001257681,0.00007950901,0.00004707586,0.0002773647,0.0005313098],"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":[0.00001952849,0.00001588124,0.0002910381,0.0000982658,0.000002022907,0.0002531626,0.0002295408,0.000007587446,0.00004768366,0.002741504,0.9376671,0.05862667],"study_design_scores_gemma":[0.000001742558,0.000007293942,0.0002849191,0.0001331162,8.717879e-7,0.0002335826,0.0001425414,0.000002367585,0.000009262129,0.0002463947,0.9989354,0.000002463118],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002101151,0.1613744,0.0004426304,0.3713561,0.3071223,0.00006845973,0.001098447,0.0003612048,0.1560754],"genre_scores_gemma":[0.01017216,0.06214068,0.000290079,0.1013346,0.09347209,0.00005545074,0.0007819163,0.0001639304,0.7315891],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1367812,"threshold_uncertainty_score":0.4575788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09729779596480127,"score_gpt":0.3783824439654684,"score_spread":0.2810846480006671,"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."}}