{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00594195,0.0001309079,0.000553298,0.00008982877,0.0006975005,0.00001066544,0.0004066137,0.0002084116,0.00005013869],"category_scores_gemma":[0.00105998,0.00009907407,0.0008373478,0.000469048,0.003406963,0.0001837813,0.00007336876,0.0002255848,4.533011e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007412006,"about_ca_system_score_gemma":0.001898031,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1322011,"about_ca_topic_score_gemma":0.0270671,"domain_scores_codex":[0.9971296,0.0008954702,0.0008155466,0.00021505,0.0006511777,0.0002931273],"domain_scores_gemma":[0.9934946,0.001242879,0.0008886837,0.0002858703,0.003986944,0.0001010028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006122909,0.01189763,0.5041073,0.003142184,0.0145233,0.000005454908,0.2662106,0.006265966,0.01075348,0.105259,0.02005605,0.05165615],"study_design_scores_gemma":[0.007112887,0.006050122,0.6077397,0.0001661505,0.0003892079,0.00001229546,0.3052036,0.009811304,0.0002509101,0.0000849315,0.06285651,0.0003224356],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807664,0.0002189788,0.01348549,0.002139354,0.0003156924,0.001205197,0.001746499,0.00001011541,0.0001122942],"genre_scores_gemma":[0.9962088,0.0001055513,0.003397291,0.00001851433,0.0001057644,0.00001125848,0.0001064319,0.000003646055,0.00004268768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1051741,"threshold_uncertainty_score":0.9993052,"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."}}