{"id":"W4396737635","doi":"10.3390/medicina60050777","title":"Endovascular Transvenous versus Open Femoropopliteal Bypass","year":2024,"lang":"en","type":"article","venue":"Medicina","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Surgery; Revascularization; Vein; Endovascular treatment; Radiology; Cardiology; Aneurysm","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":[0.0003073609,0.0001862877,0.000335635,0.0001074317,0.00006826141,0.00009732049,0.0002749768,0.00005046132,0.002660529],"category_scores_gemma":[0.00003600571,0.0001440327,0.000151407,0.0002818673,0.00008439564,0.0001410259,0.0001122753,0.0002029636,0.000570341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001803999,"about_ca_system_score_gemma":0.0001336183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001668269,"about_ca_topic_score_gemma":0.00002091341,"domain_scores_codex":[0.9984559,0.00004288102,0.0002321352,0.0004336773,0.0004930788,0.0003422593],"domain_scores_gemma":[0.9991634,0.00004425229,0.00001552458,0.0004611061,0.00002842074,0.0002872437],"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":[0.002984832,0.001063931,0.0008500162,0.002424037,0.002993342,0.01798328,0.005734558,0.00003001294,0.003248111,0.006212946,0.2051708,0.7513041],"study_design_scores_gemma":[0.007533801,0.0013848,0.007240662,0.000624553,0.001192677,0.0001575662,0.0008529452,0.002019317,0.0003150345,0.0003315761,0.9780349,0.0003122099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.435943,0.0178199,0.003642558,0.04554497,0.006020263,0.003839243,0.00004062511,0.001225122,0.4859243],"genre_scores_gemma":[0.9911799,0.0001557428,0.0003372297,0.001494166,0.0005516378,0.00006302036,0.00007005181,0.0000445818,0.006103655],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.772864,"threshold_uncertainty_score":0.9982512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03950542108211148,"score_gpt":0.34306470913041,"score_spread":0.3035592880482985,"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."}}