{"id":"W7020887072","doi":"","title":"Multi-society consensus quality improvement guidelines for the treatment of lower-extremity superficial venous insufficiency with endovenous thermal ablation from the Society of Interventional Radiology, Cardiovascular Interventional Radiological Society of Europe, American College of Phlebology and Canadian Interventional Radiology Association","year":2010,"lang":"en","type":"article","venue":"CINECA IRIS Institutial research information system (University of Pisa)","topic":"Higher Education and Sustainability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Radiological weapon; Thermal ablation; Chronic venous insufficiency; Quality management; Interventional radiology; Varicose veins; Quality assurance","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":[0.1000797,0.001931565,0.004062465,0.009026607,0.002800677,0.003669267,0.008142558,0.005400047,0.005492241],"category_scores_gemma":[0.08781216,0.0009535204,0.007527537,0.006968981,0.002022607,0.002258177,0.003880217,0.007271443,0.001686853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008014219,"about_ca_system_score_gemma":0.04242393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02421406,"about_ca_topic_score_gemma":0.03017024,"domain_scores_codex":[0.9255655,0.03077577,0.0230778,0.001837666,0.01634248,0.002400767],"domain_scores_gemma":[0.7737693,0.04408535,0.02209475,0.004989666,0.1477196,0.007341363],"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":[0.0005527494,0.001814299,0.01835313,0.01942113,0.001974434,0.0005727455,0.002282438,0.006159145,0.001550039,0.01032896,0.3354966,0.6014943],"study_design_scores_gemma":[0.003060844,0.002390101,0.1386309,0.08222482,0.005028887,0.00281542,0.005485998,0.02636225,0.005386224,0.02177666,0.7060727,0.0007652013],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02372521,0.1916595,0.4051392,0.2460978,0.03211827,0.03448532,0.009307512,0.005176257,0.05229091],"genre_scores_gemma":[0.08306977,0.05292828,0.7956861,0.01686386,0.002317562,0.02594083,0.01426862,0.0006088504,0.008316092],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1000797,"threshold_uncertainty_score":0.5292782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09244193267510542,"score_gpt":0.3614317788998473,"score_spread":0.2689898462247419,"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."}}