{"id":"W2900863497","doi":"","title":"Measurement of Hazardous Pressure Levels and Gradients Produced on Human Limbs by Non-Pneumatic Tourniquets","year":2009,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tourniquet; Pneumatics; Pressure sensor; Biomedical engineering; Medicine; Engineering; Surgery; Mechanical 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":[],"consensus_categories":[],"category_scores_codex":[0.0005164578,0.0002666514,0.0004645065,0.000180057,0.0001241324,0.00004539235,0.0001253663,0.0001186671,0.000009088036],"category_scores_gemma":[0.0003686552,0.0002370441,0.00006617704,0.000212996,0.0000700973,0.0001815093,0.00002467593,0.0002254862,0.000005924616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044578,"about_ca_system_score_gemma":0.00004608613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008756016,"about_ca_topic_score_gemma":0.000001911507,"domain_scores_codex":[0.9978712,0.00001133537,0.0004590961,0.0004782605,0.0008522345,0.0003279263],"domain_scores_gemma":[0.9987119,0.00001220182,0.0002551085,0.000185584,0.0006510633,0.0001841164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002773666,0.001025847,0.01534644,0.001425451,0.0001141526,0.000005137247,0.003245429,8.25568e-7,0.9484726,0.0002380832,0.008887402,0.02096132],"study_design_scores_gemma":[0.002481121,0.003879847,0.4697607,0.001822428,0.0002674972,0.00003308961,0.0003215348,0.00009189748,0.5199136,0.0004626502,0.0006545698,0.0003110784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943273,0.0005318635,0.00001382311,0.001098588,0.00008095508,0.001221202,0.000009604737,0.0001003747,0.002616284],"genre_scores_gemma":[0.9990246,0.00002138641,0.0003144094,0.0002451601,0.00008000198,0.00003905664,0.000008023288,0.00003278596,0.000234592],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4544142,"threshold_uncertainty_score":0.9666377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04234095348499427,"score_gpt":0.3041358874277747,"score_spread":0.2617949339427804,"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."}}