{"id":"W2166523131","doi":"10.2106/jbjs.i.00634","title":"Surgical Tourniquets in Orthopaedics","year":2009,"lang":"en","type":"review","venue":"Journal of Bone and Joint Surgery","topic":"Orthopedic Surgery and Rehabilitation","field":"Medicine","cited_by":217,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Tourniquet; Medicine; Orthopedic surgery; Anesthesia; Occlusion; Surgery","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":[0.00524893,0.0003036899,0.004972855,0.001739941,0.00003115631,0.00001951061,0.0000144245,0.0004206712,0.00007743085],"category_scores_gemma":[0.001122539,0.0001990982,0.002090857,0.0004494848,0.00007757203,0.0001416301,0.00002035862,0.00106859,0.000005461509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008867917,"about_ca_system_score_gemma":0.0009890049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002894982,"about_ca_topic_score_gemma":0.000001178454,"domain_scores_codex":[0.9955639,0.000377517,0.00312467,0.0002022526,0.0004649476,0.0002667412],"domain_scores_gemma":[0.9960745,0.001701898,0.001593232,0.0001661362,0.000158733,0.000305485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007496204,0.0002310215,0.001656721,0.007689944,0.00007717058,0.007487238,0.00003009981,1.074229e-7,3.783915e-7,0.000007725356,0.002402487,0.9803421],"study_design_scores_gemma":[0.0003182179,0.0002073979,0.002212625,0.04720272,0.0004927627,0.01773911,0.00002088716,5.843663e-7,4.104104e-7,0.00003827787,0.9315866,0.0001803818],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007058462,0.9911662,0.000003768276,0.0004769066,0.0005540335,0.0002160077,0.000002628133,0.000009624439,0.00051242],"genre_scores_gemma":[0.0003020752,0.9981229,0.000135444,0.00009930642,0.0008994434,0.000003265901,0.00001461167,0.00002769336,0.0003952742],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9801618,"threshold_uncertainty_score":0.8118989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0604433080400707,"score_gpt":0.3334403464646139,"score_spread":0.2729970384245432,"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."}}