{"id":"W2048810194","doi":"10.1503/cmaj.131281","title":"Graduated compression stockings","year":2014,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":152,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compression therapy; Lymphedema; Medicine; Compression stockings; Deep vein; Venous thrombosis; Thrombophlebitis; Chronic venous insufficiency; Surgery; Thrombosis; Compression (physics); Varicose veins; Lymphatic system; Internal medicine; Cancer; Pathology; Breast cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008319296,0.0003156379,0.001627055,0.000389744,0.0002777357,0.0001197539,0.0002090186,0.0008489533,0.003980353],"category_scores_gemma":[0.00178825,0.0002259468,0.0007413013,0.0002422151,0.000030175,0.00005063555,0.00001731866,0.001351446,0.0007604873],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002071458,"about_ca_system_score_gemma":0.007544921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000699426,"about_ca_topic_score_gemma":0.001295215,"domain_scores_codex":[0.996438,0.0002895274,0.0007599582,0.0002427535,0.001722097,0.0005476432],"domain_scores_gemma":[0.9949772,0.0003559859,0.000634448,0.0001698064,0.00032896,0.003533541],"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":[0.000001509024,0.0002700806,0.0004111154,0.0008701651,0.0004714871,0.0008343671,0.000007632692,2.919924e-8,1.448552e-9,0.000032934,0.2209799,0.7761208],"study_design_scores_gemma":[0.0006983079,0.0002540716,0.0002309206,0.01971942,0.001522409,0.001035613,0.000006816842,0.000005498902,2.666249e-8,0.00002122929,0.9763197,0.0001859717],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002570159,0.9911895,0.000004864028,0.003847753,0.0007861656,0.0003722231,0.00005994255,0.00003480183,0.003679066],"genre_scores_gemma":[0.0001047935,0.9930944,0.00002474138,0.003420201,0.00215222,0.00002945475,0.0002472519,0.00005273986,0.0008741359],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7759348,"threshold_uncertainty_score":0.9980814,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771699541654566,"score_gpt":0.3298453320171343,"score_spread":0.3021283366005886,"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."}}