{"id":"W2465472714","doi":"10.1007/978-3-319-19387-8_323","title":"Development of Personalized Tourniquet Systems Using a New Technique for Measuring Limb Occlusion Pressure","year":2015,"lang":"en","type":"book-chapter","venue":"World Congress on Medical Physics and Biomedical Engineering, September 7 - 12, 2009, Munich, Germany","topic":"Blood transfusion and management","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Tourniquet; Medicine; Computer science; Biomedical engineering; Occlusion; Physical medicine and rehabilitation; Anesthesia; Surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006375372,0.0006735675,0.0004353352,0.0005635878,0.0002313092,0.0007486752,0.001103575,0.0006816312,0.003090927],"category_scores_gemma":[0.000617752,0.000493204,0.0004946652,0.0004045426,0.0002658163,0.0007053653,0.0005240356,0.0006664273,0.001011478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002488611,"about_ca_system_score_gemma":0.0004960712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004877567,"about_ca_topic_score_gemma":0.001179737,"domain_scores_codex":[0.9995022,0.00004591239,0.00003703194,0.000137708,0.0002482739,0.00002881634],"domain_scores_gemma":[0.9996941,0.00009626972,0.00003215377,0.00005000026,0.0001018812,0.00002557966],"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":[0.0001469808,0.0001609831,0.001882561,0.0004902328,0.00008190173,0.0002775873,0.0002515738,0.002190553,0.5989431,0.002172397,0.007173747,0.3862284],"study_design_scores_gemma":[0.0001600877,0.002693337,0.02133546,0.0001782113,0.0004815907,0.006358965,0.0001320824,0.07658119,0.7034506,0.001644995,0.1867578,0.0002256114],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04919066,0.004970707,0.9313049,0.0005270389,0.001001055,0.0004789151,0.0004595059,0.003460105,0.008607109],"genre_scores_gemma":[0.1616818,0.003730983,0.8144961,0.0005128021,0.0002500874,0.0004618757,0.0007078637,0.000374735,0.01778381],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003090927,"threshold_uncertainty_score":0.01034015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04387428143046727,"score_gpt":0.2760155150060991,"score_spread":0.2321412335756318,"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."}}