{"id":"W4212908783","doi":"10.5435/jaaosglobal-d-21-00229","title":"Forearm and Arm Tourniquet Tolerance","year":2022,"lang":"en","type":"article","venue":"JAAOS Global Research and Reviews","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Object Research Systems (Canada)","funders":"","keywords":"Tourniquet; Forearm; Compartment Syndromes; Upper limb","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":[0.001464859,0.00008618503,0.0002684749,0.0000555009,0.0002858631,0.00002862184,0.00007899817,0.00002289852,0.0005772658],"category_scores_gemma":[0.0000781594,0.00006169586,0.00004912323,0.0003473074,0.000100173,0.00003087516,0.0002408925,0.0003191562,0.00002284042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005826309,"about_ca_system_score_gemma":0.00004420438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000946986,"about_ca_topic_score_gemma":0.00004331417,"domain_scores_codex":[0.998682,0.000181368,0.0001901571,0.0002603093,0.0003846947,0.0003014752],"domain_scores_gemma":[0.9994345,0.0000265601,0.00002248957,0.0002067301,0.00005112729,0.0002585978],"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":[0.000378408,0.000682772,0.009560902,0.001043213,0.00005290065,0.0002063274,0.0001993956,3.351826e-7,0.0003688621,0.01847599,0.2607877,0.7082432],"study_design_scores_gemma":[0.0008831141,0.0008947263,0.007594843,0.0000901523,0.00001848752,0.0001092561,0.0001456392,0.00002850836,0.00002783553,0.001645039,0.9884995,0.00006293454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3312931,0.3590908,0.0002004776,0.04112462,0.0003443244,0.008158625,0.0001010255,0.0001110378,0.259576],"genre_scores_gemma":[0.6503415,0.3166954,0.001951344,0.008459734,0.0002997087,0.0009993879,0.0000422388,0.0000269458,0.02118369],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7277117,"threshold_uncertainty_score":0.6320656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1195214241377968,"score_gpt":0.4285883896997781,"score_spread":0.3090669655619813,"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."}}