{"id":"W2290161599","doi":"10.1191/1358863x06vm661xx","title":"Vascular viewpoint","year":2006,"lang":"en","type":"article","venue":"Vascular Medicine","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Medicine; Amputation; Duplex scanning; Clinical endpoint; Surgery; Claudication; Intermittent claudication; Critical limb ischemia; Duplex ultrasonography; Stenosis; Population; Quality of life (healthcare); Randomized controlled trial; Cardiology; Internal medicine; Vascular disease; Arterial disease","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004575416,0.0002537382,0.0005527973,0.0001820607,0.00007718513,0.00001014101,0.0001301548,0.00006595616,0.002408419],"category_scores_gemma":[0.00007161322,0.0001832278,0.0003102653,0.0003659677,0.00015406,0.000067694,0.00006417291,0.000155567,0.0004546819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124231,"about_ca_system_score_gemma":0.0000371447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003311495,"about_ca_topic_score_gemma":0.00001439102,"domain_scores_codex":[0.9978864,0.00006372293,0.0004162554,0.0004246393,0.0008220204,0.0003870057],"domain_scores_gemma":[0.9987783,0.00001905197,0.00006310544,0.0007940243,0.00009957726,0.0002458772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004544629,0.004000598,0.0582169,0.00339833,0.004427103,0.003950559,0.0009107593,0.0006280758,0.07692201,0.04176001,0.6689942,0.1363369],"study_design_scores_gemma":[0.004478546,0.0002937051,0.2202662,0.0003129354,0.0008088811,0.00003834267,0.00007538356,0.0005086086,0.0002402216,0.0008834269,0.7718599,0.0002338921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6269081,0.04203736,0.0194047,0.05381707,0.001407797,0.003653258,0.000008697823,0.001409695,0.2513533],"genre_scores_gemma":[0.9711236,0.0007855188,0.002248979,0.014787,0.00297212,0.0001510586,0.0003071632,0.0001103025,0.007514245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3442155,"threshold_uncertainty_score":0.9985035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009008036015638873,"score_gpt":0.2379618645406493,"score_spread":0.2289538285250104,"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."}}