{"id":"W4387463239","doi":"10.1016/j.carrev.2023.05.078","title":"Ultrasound-Guided Femoral Access in Patients With Vascular Closure Devices: Insights From the Randomized UNIVERSAL Trial","year":2023,"lang":"en","type":"article","venue":"Cardiovascular revascularization medicine","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre; Hamilton Health Sciences; Royal Alexandra Hospital; McMaster University; Niagara Health System; Population Health Research Institute","funders":"","keywords":"Medicine; Vascular closure device; Randomized controlled trial; Vascular access; Ultrasound; Femoral artery; Closure (psychology); Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00197262,0.0005244621,0.002003882,0.0004660457,0.000342797,0.0001015275,0.0006681301,0.0002746535,0.0001120913],"category_scores_gemma":[0.001551401,0.0003089722,0.001605887,0.003428804,0.0004854018,0.0003515398,0.0001578919,0.0005236619,0.00006913327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001844603,"about_ca_system_score_gemma":0.0002885325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008262073,"about_ca_topic_score_gemma":0.00007062876,"domain_scores_codex":[0.9942304,0.001121748,0.0009546959,0.0009908618,0.002207397,0.0004948957],"domain_scores_gemma":[0.9960708,0.0004459565,0.0002485786,0.002193398,0.0007776445,0.0002635935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.2925279,0.002612881,0.516842,0.001705589,0.08942206,0.0006653329,0.009485622,0.0427419,0.000203842,0.009477309,0.02628526,0.008030298],"study_design_scores_gemma":[0.5634423,0.0001850551,0.4236722,0.0005651666,0.004742913,0.0000372384,0.0002893176,0.0005953226,0.00001664894,0.0003334567,0.005730682,0.000389721],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546455,0.009489394,0.02208831,0.001974937,0.0006007615,0.009707487,0.00001726335,0.0004609765,0.00101543],"genre_scores_gemma":[0.9911619,0.002033686,0.0002777525,0.001256721,0.0009643945,0.0005283689,0.003532027,0.0001324082,0.0001127186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2709144,"threshold_uncertainty_score":0.9999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279216762436231,"score_gpt":0.2633219771963943,"score_spread":0.240529809572032,"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."}}