{"id":"W1972661525","doi":"10.1016/j.ejvs.2006.02.018","title":"Intra- and Inter-observer Reproducibility of the Recurrent Varicose Veins after Surgery (REVAS) Classification","year":2006,"lang":"en","type":"article","venue":"European Journal of Vascular and Endovascular Surgery","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Servier","keywords":"Medicine; Varicose veins; Reproducibility; Surgery; Radiology; Statistics","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":[0.0227035,0.0005667881,0.0008825362,0.001360627,0.0007621676,0.001599301,0.0006803724,0.001010375,0.00100498],"category_scores_gemma":[0.0474673,0.0004340792,0.001576179,0.0008264797,0.0009404679,0.001223682,0.001318694,0.0008254211,0.0005145498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005787073,"about_ca_system_score_gemma":0.0004390096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002433282,"about_ca_topic_score_gemma":0.004572551,"domain_scores_codex":[0.9777758,0.01051272,0.003495758,0.004076445,0.003270556,0.0008688189],"domain_scores_gemma":[0.9212466,0.04366078,0.006921315,0.0106361,0.01644118,0.0010939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005714109,0.0002144584,0.9264118,0.0003218581,0.002754832,0.0001869772,0.005312436,0.001938508,0.008838201,0.0006011704,0.001282483,0.04642317],"study_design_scores_gemma":[0.0001189342,0.000759799,0.9812672,0.00005601007,0.0007065375,0.0005363645,0.001068899,0.008382394,0.004437686,0.000386234,0.002184361,0.00009557647],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821355,0.00112183,0.01084195,0.00007255388,0.0003680983,0.000231856,0.0006516997,0.0001664839,0.004410079],"genre_scores_gemma":[0.9951352,0.0000884602,0.003437018,0.00002873375,0.00005606135,0.0001343037,0.0004431928,0.00007909672,0.0005978092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0227035,"threshold_uncertainty_score":0.120069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820149853340129,"score_gpt":0.231205304419474,"score_spread":0.2030038058860728,"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."}}