{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002462635,0.0006453155,0.001330966,0.0003827238,0.0003402893,0.0005949507,0.0003907765,0.0009882273,0.003721882],"category_scores_gemma":[0.003157603,0.0001897552,0.001336983,0.0004338938,0.000706716,0.0003141853,0.0003613017,0.001215803,0.0003017057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002914956,"about_ca_system_score_gemma":0.001143527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003429075,"about_ca_topic_score_gemma":0.0006239994,"domain_scores_codex":[0.9989317,0.0005278343,0.000143907,0.0001742063,0.0001092484,0.0001131577],"domain_scores_gemma":[0.9978098,0.0009907412,0.000667944,0.0001259736,0.00006687251,0.0003387785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.7712682,0.008811183,0.06188331,0.007715682,0.007658819,0.0002810561,0.0001341306,0.001406464,0.004071319,0.0009917053,0.003421695,0.1323565],"study_design_scores_gemma":[0.6973553,0.2171752,0.06568532,0.001522854,0.004482588,0.0008758526,0.00008883265,0.001186454,0.001870123,0.001300325,0.008417463,0.00003971663],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9548934,0.03516115,0.001076373,0.001015166,0.0008111592,0.002461206,0.0009300502,0.00003190936,0.003619613],"genre_scores_gemma":[0.9806336,0.01213452,0.001015311,0.001411632,0.000975206,0.002156912,0.0009527389,0.000004994264,0.0007151408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003721882,"threshold_uncertainty_score":0.01302385,"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."}}