{"id":"W3025676572","doi":"10.1503/cjs.015718","title":"A novel REBOA system: prototype and proof of concept","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Proof of concept; Calculus (dental); Orthodontics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006097473,0.00009387442,0.0003941985,0.0004226759,0.00005549669,0.00001570905,0.00005232523,0.00007521329,0.00004270092],"category_scores_gemma":[0.000559039,0.00008151217,0.00008249691,0.0002351394,0.0002574872,0.0001150128,0.000004116811,0.0001397174,0.000001662649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001490276,"about_ca_system_score_gemma":0.002417758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009945021,"about_ca_topic_score_gemma":0.002412086,"domain_scores_codex":[0.9989214,0.00003593487,0.0005183378,0.0001013517,0.0002059575,0.0002170219],"domain_scores_gemma":[0.9980725,0.0001172259,0.0003565087,0.0001395839,0.0007521709,0.000562012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002523852,0.0002605488,0.5741258,0.005024666,0.0008677673,0.002595926,0.01270757,0.00001156424,0.02379588,0.001900459,0.0373834,0.3388025],"study_design_scores_gemma":[0.00562888,0.003279596,0.7883865,0.01306616,0.0006669508,0.01200356,0.006483188,0.0002419525,0.1201992,0.0001906179,0.04906322,0.0007901932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953709,0.001166958,0.0004048517,0.0008385809,0.0006756101,0.0004437749,0.00002783598,0.000006581053,0.001064902],"genre_scores_gemma":[0.9987676,0.000003178625,0.0006655697,0.0001135659,0.0003667756,0.000004282372,0.00000268127,0.00001768894,0.0000586496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3380123,"threshold_uncertainty_score":0.4288999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05246787196305414,"score_gpt":0.2653551666992517,"score_spread":0.2128872947361976,"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."}}