{"id":"W3121059253","doi":"10.1136/tsaco-2020-000617","title":"Size matters: first-in-human study of a novel 4 French REBOA device","year":2021,"lang":"en","type":"article","venue":"Trauma Surgery & Acute Care Open","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Cobra; Medicine; Aorta; Occlusion; Resuscitation; Surgery; Torso; Anesthesia; Anatomy; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005931146,0.0003580884,0.001191183,0.0002574144,0.0001379819,0.0001232604,0.0004147439,0.0001512295,0.000406286],"category_scores_gemma":[0.0003418066,0.0003679544,0.000222595,0.001069831,0.00006506638,0.0003821181,0.0002898084,0.0003313915,0.00002202518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002812709,"about_ca_system_score_gemma":0.0003623174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002832393,"about_ca_topic_score_gemma":0.008580764,"domain_scores_codex":[0.9969127,0.000180892,0.001040454,0.0007064204,0.0006629655,0.0004965389],"domain_scores_gemma":[0.9969215,0.0008777643,0.0002934735,0.001054379,0.0006488142,0.0002040691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001265874,0.01095652,0.7457156,0.002310559,0.001756187,0.005190404,0.09670994,0.00007991891,0.02826808,0.00004342202,0.03686876,0.07083479],"study_design_scores_gemma":[0.007461022,0.0004607587,0.925404,0.001173132,0.0005424169,0.0001382061,0.04911933,0.00001343064,0.01099583,0.00001190369,0.004146175,0.0005338422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918813,0.0003860225,0.00001406126,0.001776806,0.000386475,0.001749869,0.0001128018,0.00006316965,0.003629476],"genre_scores_gemma":[0.9965355,0.00003249643,0.001098229,0.001163219,0.00008300941,0.0001801738,0.0002643564,0.00008008488,0.0005629421],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1796884,"threshold_uncertainty_score":0.9998772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0588473210649845,"score_gpt":0.343825672437322,"score_spread":0.2849783513723375,"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."}}