{"id":"W4287522162","doi":"","title":"Nonthermal Endovenous Procedures for Varicose Veins: A Health Technology Assessment.","year":2021,"lang":"en","type":"article","venue":"PubMed","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Varicose veins; Medicine; Radiofrequency ablation; Surgery; Institutional review board; Great saphenous vein; Ablation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05256557,0.001845079,0.008757317,0.0307126,0.0006919994,0.005832209,0.00215407,0.003467736,0.004326136],"category_scores_gemma":[0.1636405,0.001250871,0.01819398,0.0219649,0.001359083,0.004320128,0.003568938,0.003399841,0.0005447179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01930245,"about_ca_system_score_gemma":0.02350376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02077144,"about_ca_topic_score_gemma":0.03198956,"domain_scores_codex":[0.9259357,0.03051409,0.01706756,0.002537377,0.02284895,0.001096415],"domain_scores_gemma":[0.81704,0.1120326,0.03911438,0.002452237,0.02776456,0.001596296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0008953398,0.00009540113,0.007075953,0.6507655,0.03203377,0.00008154273,0.0003436856,0.001529108,0.000247771,0.00257404,0.009632785,0.2947251],"study_design_scores_gemma":[0.001176265,0.001384262,0.02594763,0.7992476,0.1148966,0.0005180326,0.0003553466,0.00196673,0.0003977421,0.003804198,0.05011623,0.0001894242],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001148391,0.9907176,0.0007627221,0.003684063,0.0002916713,0.0008090725,0.001509442,0.00003128725,0.001045653],"genre_scores_gemma":[0.05212477,0.9248991,0.0106682,0.005353589,0.0006704784,0.004007647,0.001864997,0.00003467441,0.0003766546],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05256557,"threshold_uncertainty_score":0.2779967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02959930182072508,"score_gpt":0.3133055526435303,"score_spread":0.2837062508228052,"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."}}