{"id":"W4282841009","doi":"10.1097/01.hjh.0000837916.60383.74","title":"VALIDATION AND FEASIBILITY OF AN AUTOMATED SYSTEM FOR THE ASSESSMENT OF VASCULAR STRUCTURE AND MECHANICAL PROPERTIES IN THE DIGITAL ARTERIES THROUGH ULTRA-HIGH FREQUENCY ULTRASOUND","year":2022,"lang":"en","type":"article","venue":"Journal of Hypertension","topic":"Cardiovascular Health and Disease Prevention","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Distension; Reproducibility; Ultrasound; Nuclear medicine; Biomedical engineering; Carotid arteries; Radiology; Surgery; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008402097,0.0008780081,0.0006054077,0.002105716,0.0003473668,0.001216661,0.001276008,0.001197754,0.001370978],"category_scores_gemma":[0.01339125,0.0004242678,0.0005384153,0.0005446979,0.0007933038,0.0006093096,0.0009009711,0.0004273008,0.0008581778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003559858,"about_ca_system_score_gemma":0.0009837829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008753939,"about_ca_topic_score_gemma":0.000959569,"domain_scores_codex":[0.9931082,0.002737022,0.0003996283,0.001630884,0.001949126,0.0001751554],"domain_scores_gemma":[0.9903549,0.003640613,0.0008908876,0.001458272,0.00337043,0.0002849191],"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":[0.00509884,0.001229139,0.1720205,0.0007588039,0.0005860915,0.0003353768,0.001148047,0.005091824,0.4073024,0.001193696,0.002851355,0.4023839],"study_design_scores_gemma":[0.001356978,0.00740898,0.6098793,0.0003306401,0.000796144,0.005008985,0.0005832532,0.1799126,0.1843482,0.001699985,0.008372671,0.0003022805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6293153,0.0008042537,0.3635985,0.0001683401,0.0001820883,0.0005643542,0.0007697904,0.002978077,0.001619268],"genre_scores_gemma":[0.79676,0.0002362082,0.1997944,0.0002208002,0.00008827321,0.0008339165,0.0009032783,0.0002185619,0.0009446876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008402097,"threshold_uncertainty_score":0.04443502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03811179047488523,"score_gpt":0.3019451471317371,"score_spread":0.2638333566568519,"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."}}