{"id":"W3160909504","doi":"10.1186/s42490-021-00053-9","title":"Investigation of clinically acceptable agreement between two methods of automatic measurement of limb occlusion pressure: a randomised trial","year":2021,"lang":"en","type":"article","venue":"BMC Biomedical Engineering","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tourniquet; Cuff; Medicine; Pressure measurement; Setpoint; Occlusion; Biomedical engineering; Surgery; Anesthesia; Computer science; Artificial intelligence","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":[0.003674945,0.0001417139,0.0008299303,0.0001455501,0.00001474516,0.000003480271,0.0001103516,0.0001476932,0.00009121705],"category_scores_gemma":[0.002722408,0.0001196626,0.000227196,0.0003679046,0.00008051831,0.00002826286,0.00006707438,0.0001717347,6.330031e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005116036,"about_ca_system_score_gemma":0.000436821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002675284,"about_ca_topic_score_gemma":3.900601e-7,"domain_scores_codex":[0.9971272,0.0002158528,0.001377368,0.0002044944,0.0008918137,0.0001832881],"domain_scores_gemma":[0.9982092,0.0006629424,0.0003243961,0.0003374153,0.0002563339,0.0002097208],"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":[0.006958984,0.0003782708,0.004443847,0.003997486,0.0008884274,0.000005941368,0.000401272,0.0005625815,0.938468,0.00004658211,0.00003644221,0.04381217],"study_design_scores_gemma":[0.2535475,0.002151258,0.01429967,0.00306379,0.001174691,0.00001019005,0.00007284727,0.20118,0.5232074,0.0001066181,0.0008872146,0.0002988683],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6784192,0.0005927238,0.3195731,0.0001021067,0.0005379498,0.0006687448,0.000007711576,0.00004592234,0.00005253742],"genre_scores_gemma":[0.8266393,0.00003368451,0.1729626,0.000007276012,0.0002720077,0.00002046351,0.00002071934,0.00001659704,0.00002736725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4152606,"threshold_uncertainty_score":0.4879698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06786891494413683,"score_gpt":0.3630195815951646,"score_spread":0.2951506666510278,"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."}}