{"id":"W2067399757","doi":"10.1161/circulationaha.104.502179","title":"External Beam Radiation to Prevent Restenosis After Superficial Femoral Artery Balloon Angioplasty","year":2005,"lang":"en","type":"article","venue":"Circulation","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Montreal Heart Institute","funders":"Institut de Cardiologie de Montréal; Government of Canada","keywords":"Medicine; Restenosis; Brachytherapy; Angioplasty; Nuclear medicine; Balloon; Radiology; Percutaneous; Radiation therapy; Femoral artery; Lumen (anatomy); Stent; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001108129,0.000139456,0.0001551064,0.0001411428,0.00005481474,0.00004476192,0.00004910802,0.0000543288,0.0004630712],"category_scores_gemma":[0.00001985459,0.000141514,0.0001051578,0.0001536862,0.00001292349,0.0002525143,0.0000308185,0.0000658328,0.0003720841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003261978,"about_ca_system_score_gemma":0.00003043437,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009572709,"about_ca_topic_score_gemma":0.00001654894,"domain_scores_codex":[0.9988319,0.00003347973,0.0002688563,0.0002966539,0.0003422447,0.0002269067],"domain_scores_gemma":[0.9994581,0.000007858281,0.0000448375,0.0002451371,0.00005192585,0.0001921931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006176023,0.0007798329,0.8234619,0.00008032781,0.00008968377,0.00005214464,0.000980759,0.007197358,0.03236903,0.00006477837,0.002029716,0.1322769],"study_design_scores_gemma":[0.0006066202,0.00007622789,0.9887234,0.00007188522,0.00008922396,0.00001217503,0.00002058706,0.004924963,0.00099248,0.00002813168,0.004306283,0.000148015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941539,0.0001278665,0.00273644,0.001627812,0.0001956805,0.0006731071,0.000007120866,0.00008718117,0.0003908914],"genre_scores_gemma":[0.9958543,0.000004540061,0.0007832334,0.001884633,0.001057039,0.0001088192,0.00006587921,0.00002191382,0.0002196224],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1652615,"threshold_uncertainty_score":0.5770774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01142967077463308,"score_gpt":0.2475456125420709,"score_spread":0.2361159417674378,"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."}}