{"id":"W4398143230","doi":"10.1002/wjs.12196","title":"Invited commentary: A low‐cost, DIY tourniquet simulator with built‐in self‐assessment for prehospital providers in Guatemala City","year":2024,"lang":"en","type":"article","venue":"World Journal of Surgery","topic":"Disaster Response and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Tourniquet; Cardiac surgery; Vascular surgery; Medicine; Cardiothoracic surgery; Abdominal surgery; Medical emergency; Emergency medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003688675,0.001119325,0.001117664,0.0006049916,0.00371815,0.002398616,0.003369703,0.04412775,0.01229952],"category_scores_gemma":[0.03653468,0.0007643576,0.001331864,0.0005710873,0.001845452,0.00369062,0.001665957,0.03524921,0.004505021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004495216,"about_ca_system_score_gemma":0.009312678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02442832,"about_ca_topic_score_gemma":0.03139907,"domain_scores_codex":[0.9971973,0.001060676,0.000334931,0.0003379578,0.0006786846,0.0003904963],"domain_scores_gemma":[0.9841948,0.008942591,0.0006552383,0.00023585,0.004019886,0.001951575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003080582,0.00001412609,0.0002307805,0.0001121404,0.00001052841,0.0006539227,0.000175332,0.00003665899,0.00006506124,0.0002912647,0.9962792,0.002100237],"study_design_scores_gemma":[0.0001864894,0.000146555,0.002676585,0.002002087,0.0001101353,0.002701676,0.003760579,0.0004055511,0.0003315048,0.002484894,0.9850514,0.0001424457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000523342,0.0008471927,0.00007038459,0.9591496,0.03813516,0.00002110736,0.0001058449,0.00002827286,0.001119148],"genre_scores_gemma":[0.007006044,0.00196229,0.0002597558,0.9383291,0.04702167,0.00009632705,0.00007964155,0.0000539633,0.005191185],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04412775,"threshold_uncertainty_score":0.04857224,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06228120969724033,"score_gpt":0.4079034954949409,"score_spread":0.3456222857977006,"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."}}