{"id":"W4308366161","doi":"10.1056/nejmoa2207899","title":"Surgery or Endovascular Therapy for Chronic Limb-Threatening Ischemia","year":2022,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":820,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University; Université Laval; Centre hospitalier universitaire de Québec","funders":"National Heart, Lung, and Blood Institute; Health Sciences, University of Arizona; School of Medicine, Indiana University; Audrey and Theodor Geisel School of Medicine at Dartmouth; University of Oklahoma Health Sciences Center; University of California, San Diego; School of Medicine, Emory University; Dartmouth College; University of Oklahoma; Helsingin Yliopisto; School of Medicine, Boston University; University of Southern California; Yale University; Université Laval; Brigham and Women's Hospital; Emory University; University of California, San Francisco; Dalhousie University; Massachusetts General Hospital","keywords":"Medicine; Revascularization; Ischemia; Amputation; Critical limb ischemia; Surgery; Limb ischemia; Perfusion; Limb amputation; Cardiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001381442,0.0001717947,0.0006509789,0.0002520906,0.0001278507,0.000008564002,0.0001437338,0.00002455676,0.003069892],"category_scores_gemma":[0.0003164825,0.0001039861,0.0002747027,0.0002208921,0.00004774016,0.00007579992,0.0000417809,0.0002951793,0.000001894454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002382903,"about_ca_system_score_gemma":0.000648152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002274207,"about_ca_topic_score_gemma":0.000005811276,"domain_scores_codex":[0.9981976,0.00008893675,0.000572394,0.0001649907,0.0006955086,0.0002806412],"domain_scores_gemma":[0.9986478,0.0003933924,0.0002938394,0.0002168082,0.0001182291,0.0003299508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01767122,0.0003321478,0.005769431,0.0002883146,0.00137984,0.00369148,0.0009327389,0.0003429136,0.02019641,0.00003700759,0.1899638,0.7593947],"study_design_scores_gemma":[0.07479158,0.007281448,0.003969507,0.000336966,0.0004654238,0.003201345,0.0003300691,0.000226581,0.000961221,0.0001634122,0.9081132,0.0001592276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475297,0.02135419,0.001954994,0.02662059,0.001271037,0.0006566132,0.00000567507,0.00003997574,0.0005672129],"genre_scores_gemma":[0.9832219,0.002664124,0.0005621474,0.003035468,0.007756142,0.00003451652,0.000030576,0.00004264378,0.002652502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7592355,"threshold_uncertainty_score":0.9978414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04135290708975731,"score_gpt":0.2910918734851911,"score_spread":0.2497389663954338,"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."}}