{"id":"W4402309766","doi":"10.1016/j.avsurg.2024.100333","title":"Slash and splash technique for treatment of infrainguinal vein bypass graft stenosis","year":2024,"lang":"en","type":"article","venue":"Annals of Vascular Surgery - Brief Reports and Innovations","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Splash; Medicine; Stenosis; Vein; Slash (logging); Surgery; Cardiology; Meteorology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003675619,0.0001379364,0.0002325023,0.0005962225,0.0001463929,0.0001931345,0.0001526032,0.0001682661,0.0007314099],"category_scores_gemma":[0.000641292,0.00009286001,0.0002832602,0.0004040029,0.0002572724,0.0001833302,0.000111939,0.0001752863,0.0002267636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001180586,"about_ca_system_score_gemma":0.0003513061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002107606,"about_ca_topic_score_gemma":0.0005224334,"domain_scores_codex":[0.9998636,0.00004002985,0.00002169865,0.00001669332,0.0000385065,0.00001949796],"domain_scores_gemma":[0.999658,0.0001031058,0.000165307,0.00002160176,0.00002137948,0.00003063164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001207659,0.0003886347,0.5859897,0.001144886,0.0003073996,0.01328061,0.0005814979,0.0006250925,0.03912216,0.0002842671,0.001095421,0.3559727],"study_design_scores_gemma":[0.0001067143,0.004831124,0.8085436,0.0003497179,0.0002368043,0.1658015,0.000562553,0.0007553877,0.01198485,0.0001999314,0.006595874,0.00003205474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9886997,0.009000783,0.001217866,0.00007576958,0.00001418146,0.00002822912,0.0000305861,0.00002212302,0.0009107931],"genre_scores_gemma":[0.9933134,0.005448152,0.0008440231,0.00005565619,0.00003553867,0.00001182706,0.00004519245,0.000003147318,0.000243141],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0007314099,"threshold_uncertainty_score":0.00244683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05026270338932641,"score_gpt":0.320172441892536,"score_spread":0.2699097385032096,"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."}}