{"id":"W4404001152","doi":"10.1136/military-2024-002785","title":"Removal of tourniquets: the next step in saving lives and limbs","year":2024,"lang":"en","type":"editorial","venue":"BMJ Military Health","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Armed Forces","funders":"","keywords":"Medicine; Operations management; Computer science; Physical medicine and rehabilitation; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002595665,0.0003631175,0.0009705835,0.0003814468,0.00009158728,0.00001625858,0.0001943995,0.000435954,0.00001810138],"category_scores_gemma":[0.002229595,0.000275703,0.0001478955,0.0003889858,0.0001843944,0.0001168893,0.0001315751,0.001602377,0.00001404454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005106782,"about_ca_system_score_gemma":0.002748558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005704998,"about_ca_topic_score_gemma":0.007791351,"domain_scores_codex":[0.996254,0.0004815565,0.001198332,0.000644899,0.0009380807,0.0004831936],"domain_scores_gemma":[0.9972475,0.001405271,0.0002546648,0.0006710977,0.0001972219,0.0002242815],"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":[0.0006099563,0.0001513187,0.0001434888,0.008884935,0.0000701972,0.0005030574,0.005972849,0.000002646167,0.00002711888,0.00002580321,0.8927329,0.09087569],"study_design_scores_gemma":[0.002327447,0.003109387,0.0179295,0.01476527,0.0002200853,0.0004016754,0.01006828,0.0004810481,0.00001022436,0.0005595448,0.9496056,0.0005219262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.06889052,0.2850255,0.00003211213,0.01569382,0.6234912,0.004896231,0.0004964382,0.0001730681,0.001301065],"genre_scores_gemma":[0.02600433,0.06122215,0.0123632,0.001798663,0.8949215,0.0002682231,0.001188799,0.0003317019,0.001901453],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2714303,"threshold_uncertainty_score":0.9999695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03369013045415137,"score_gpt":0.3588276008465404,"score_spread":0.325137470392389,"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."}}