{"id":"W4403897774","doi":"10.1016/j.jvs.2024.10.068","title":"French multicentric registry on LUMINOR drug-eluting balloon for superficial femoral and popliteal arteries","year":2024,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Université Laval","keywords":"Medicine; Popliteal artery; Balloon; Radiology; Surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008337952,0.0001802618,0.0004848275,0.000331971,0.00008255128,0.000128861,0.00006462172,0.00005449982,0.00006180123],"category_scores_gemma":[0.0002767789,0.0001430094,0.0005541952,0.000176603,0.00005389959,0.0001837536,0.00003296398,0.0002174974,0.000007281032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113715,"about_ca_system_score_gemma":0.0001628064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001833813,"about_ca_topic_score_gemma":0.000004531978,"domain_scores_codex":[0.9984283,0.00006157943,0.0005451453,0.0002250221,0.0004441855,0.0002957777],"domain_scores_gemma":[0.9990888,0.0002635641,0.0001313097,0.0001833568,0.0001166095,0.0002164195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002377958,0.0018357,0.3934013,0.008547238,0.004278664,0.008691555,0.003118044,0.0001558154,0.006493143,0.0004912936,0.1832973,0.387312],"study_design_scores_gemma":[0.004321754,0.0008183307,0.6916631,0.005007825,0.002837958,0.001144136,0.001421063,0.00860168,0.001025616,0.0002793067,0.2819989,0.0008803144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914923,0.004735332,0.0003981391,0.001826656,0.001104188,0.000250747,0.00001061225,0.00003546366,0.0001465988],"genre_scores_gemma":[0.9968285,0.0002666345,0.0006817752,0.0004206928,0.001298587,0.000008924619,0.00001307349,0.00003107814,0.000450725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3864317,"threshold_uncertainty_score":0.5831755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01701723868626197,"score_gpt":0.2592854898981807,"score_spread":0.2422682512119187,"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."}}