{"id":"W2042628029","doi":"10.1097/01.blo.0000142625.82654.b3","title":"Wide Contoured Thigh Cuffs and Automated Limb Occlusion Measurement Allow Lower Tourniquet Pressures","year":2004,"lang":"en","type":"article","venue":"Clinical Orthopaedics and Related Research","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":118,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Medicine; Cuff; Tourniquet; Blood pressure; Occlusion; Anesthesia; Thigh; Surgery; Pressure measurement; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007270404,0.0002213922,0.0005455683,0.000194646,0.0003886194,0.00006906599,0.0001301834,0.0006914174,0.00004962742],"category_scores_gemma":[0.002269501,0.0001561205,0.0002013138,0.000308292,0.000657056,0.0000626526,0.000190003,0.002007351,0.00002324764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009259344,"about_ca_system_score_gemma":0.0004588908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001264411,"about_ca_topic_score_gemma":0.00001677556,"domain_scores_codex":[0.9961699,0.0005231978,0.0008024037,0.0006128437,0.001311252,0.0005803753],"domain_scores_gemma":[0.9973209,0.0006813245,0.0001060253,0.0004253864,0.000704939,0.0007614107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01788971,0.01250099,0.6995382,0.001893255,0.007760098,0.02005061,0.003963675,0.0003808954,0.02368118,0.00635348,0.04114109,0.1648468],"study_design_scores_gemma":[0.04327977,0.01770615,0.7583476,0.005974543,0.0006998709,0.00106812,0.0004081934,0.022351,0.001444264,0.01007576,0.1373052,0.001339475],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9791483,0.006498809,0.00006215982,0.009630523,0.0009757009,0.0007959436,0.000004672496,0.0003322741,0.002551648],"genre_scores_gemma":[0.9834189,0.01409555,0.0003516231,0.000261155,0.0003183871,0.00001345074,0.00001312009,0.00004332747,0.001484419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1635073,"threshold_uncertainty_score":0.8721052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09230364262400127,"score_gpt":0.4311419665214851,"score_spread":0.3388383238974839,"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."}}