{"id":"W2903529029","doi":"10.1177/0268355518814115","title":"Current practice in treating chronic venous disease by Canadian vascular surgeons","year":2018,"lang":"en","type":"article","venue":"Phlebology The Journal of Venous Disease","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Vascular Society","keywords":"Medicine; Sclerotherapy; Chronic venous insufficiency; Vein; Surgery; Physical therapy; General surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007217824,0.0003026502,0.0005837075,0.0003510526,0.000367492,0.00003537709,0.0003079036,0.00006386822,0.000293254],"category_scores_gemma":[0.001695195,0.0002154291,0.0003369378,0.000305702,0.0003592776,0.000213874,0.00004441858,0.0004032356,0.00009287336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007907844,"about_ca_system_score_gemma":0.004069792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00648836,"about_ca_topic_score_gemma":0.006877568,"domain_scores_codex":[0.9974366,0.0004811851,0.0006074382,0.0002694937,0.000466321,0.000738983],"domain_scores_gemma":[0.9962413,0.0005947733,0.0004298156,0.000522609,0.0004046063,0.001806859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01308005,0.233583,0.4989555,0.0007526463,0.004363282,0.02094151,0.004529099,0.0004773946,0.0001446821,0.0006646442,0.05729995,0.1652083],"study_design_scores_gemma":[0.01086186,0.0223156,0.6318768,0.001749352,0.01239844,0.0008465734,0.0007665608,0.0002650185,0.00007241612,0.001037179,0.3170177,0.0007925261],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8632135,0.125845,0.00002556886,0.008912992,0.0005986859,0.0006267522,0.0001624638,0.00002419093,0.0005908033],"genre_scores_gemma":[0.9901039,0.007948604,0.00002628172,0.001175418,0.000583495,0.00002992528,0.00005130378,0.00004694456,0.0000341353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2597177,"threshold_uncertainty_score":0.9808502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105842499865558,"score_gpt":0.2965438465273472,"score_spread":0.2854854215286917,"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."}}