{"id":"W4322500709","doi":"10.3390/medicina59030462","title":"Three-Year Patency Results following Endovascular Transvenous Femoropopliteal Bypass","year":2023,"lang":"en","type":"article","venue":"Medicina","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Revascularization; Surgery; Radiology; Popliteal artery; Superficial femoral artery; Prospective cohort study; Bypass operation; Femoral artery; Vein; Artery; Cardiology","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":[0.0006338369,0.000241922,0.0004605039,0.0002098791,0.0001353461,0.00001952194,0.000181774,0.00007715148,0.0002223499],"category_scores_gemma":[0.0001545723,0.000196951,0.00033417,0.0006564572,0.00006764115,0.00008177461,0.00006437882,0.0002185436,0.0009149601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001158345,"about_ca_system_score_gemma":0.0000733566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000210073,"about_ca_topic_score_gemma":0.0000518666,"domain_scores_codex":[0.9975071,0.00004457098,0.0004304245,0.0005116225,0.0009020233,0.0006042437],"domain_scores_gemma":[0.9988444,0.00004780831,0.00005277567,0.0006658992,0.00004261777,0.0003464354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004445527,0.002600193,0.1057047,0.0025573,0.005102809,0.05520825,0.02009103,0.0002710979,0.01578546,0.00127438,0.2990137,0.4879456],"study_design_scores_gemma":[0.03352721,0.002676652,0.7779434,0.001345977,0.002330398,0.0001370299,0.004442143,0.00581509,0.0006570407,0.002274862,0.167677,0.001173228],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.962151,0.0005116281,0.0009690912,0.01067832,0.0009719275,0.001044633,0.00002724235,0.0008899001,0.0227563],"genre_scores_gemma":[0.9961497,0.00009709635,0.0002678664,0.000869819,0.0004525954,0.00004698366,0.0002248924,0.00005249116,0.001838512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6722387,"threshold_uncertainty_score":0.999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02309993166282314,"score_gpt":0.2678498698654516,"score_spread":0.2447499382026285,"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."}}