{"id":"W2001323177","doi":"10.1177/000331970305400201","title":"The LONFLIT4-Venoruton Study","year":2003,"lang":"en","type":"article","venue":"Angiology","topic":"Diagnosis and Treatment of Venous Diseases","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Mary's Hospital Centre","funders":"","keywords":"Medicine; Edema; Varicose veins; Microangiopathy; Placebo; Randomized controlled trial; Surgery; Ankle; Anesthesia; Internal medicine; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001034518,0.00006757863,0.0001306764,0.00001874136,0.0001204508,0.000008010375,0.00003925367,0.00002607606,0.0001247301],"category_scores_gemma":[0.0001178223,0.0000372636,0.00007410888,0.00005178396,0.00005277909,0.00001123324,0.000009077153,0.00003719691,0.00017465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001557635,"about_ca_system_score_gemma":0.00003753045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002283159,"about_ca_topic_score_gemma":0.00002378589,"domain_scores_codex":[0.9994711,0.00007280253,0.00009206727,0.0001288364,0.00006124508,0.0001738971],"domain_scores_gemma":[0.9995133,0.0001570755,0.00002201287,0.0002230524,0.00002673238,0.00005786333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008677039,0.01138392,0.9560164,0.000004598974,0.0004414211,0.0002613858,0.0001994413,7.895686e-7,0.00002500245,0.01462928,0.008619513,0.00833152],"study_design_scores_gemma":[0.002198939,0.009020793,0.739768,0.000009145737,0.000369373,0.00007618489,0.0008756814,0.000001232834,0.0002611354,0.001128015,0.2461934,0.0000980984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757875,0.003049523,0.000002189827,0.0008832336,0.0001450541,0.0003275473,0.000001353911,0.00003225277,0.01977135],"genre_scores_gemma":[0.9978307,0.0001318197,0.0000179446,0.000455132,0.00003957359,0.0000581701,0.000004899116,0.000007425725,0.001454371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2375739,"threshold_uncertainty_score":0.2244831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01718983398008481,"score_gpt":0.3034140082579436,"score_spread":0.2862241742778587,"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."}}