{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00116178,0.0007422617,0.0007429018,0.0006318971,0.0003459072,0.00082374,0.001700569,0.001539877,0.003027576],"category_scores_gemma":[0.0006151022,0.0003416342,0.0005884473,0.000159954,0.0003726713,0.001184935,0.0004823794,0.0008229951,0.001577751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745984,"about_ca_system_score_gemma":0.0006130706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003279252,"about_ca_topic_score_gemma":0.0002767813,"domain_scores_codex":[0.9992434,0.00009112096,0.00004271834,0.0001471249,0.0004036193,0.00007203499],"domain_scores_gemma":[0.9996065,0.00005468267,0.00008608307,0.00003805551,0.000131239,0.00008345184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005035109,0.0007853929,0.002155229,0.001820223,0.000107331,0.001510659,0.0004203374,0.001180591,0.8635975,0.001815206,0.01159513,0.1145089],"study_design_scores_gemma":[0.0005914765,0.0135214,0.01141903,0.0004231351,0.000299932,0.01280693,0.000281025,0.02523844,0.6578374,0.0006179467,0.2765867,0.0003766449],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3411709,0.01866896,0.6039224,0.003427382,0.002960838,0.003674145,0.001590128,0.01144197,0.01314326],"genre_scores_gemma":[0.5996175,0.004903884,0.3651694,0.001478442,0.0004822546,0.001995836,0.001298288,0.0004196969,0.0246347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003027576,"threshold_uncertainty_score":0.01012832,"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."}}