{"id":"W4225117307","doi":"10.1111/den.14345","title":"Evaluation and management of esophageal varices by through‐the‐scope endoscopic Doppler probe method","year":2022,"lang":"en","type":"article","venue":"Digestive Endoscopy","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medicine; Varices; Esophageal varices; Radiology; Ligation; Color doppler; Portal hypertension; Esophagus; Internal medicine; Gastroenterology; Ultrasonography; Cirrhosis","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":[0.0004673269,0.000301401,0.0003017241,0.0007821632,0.0001075298,0.0002480214,0.0001739993,0.0003100144,0.0008499516],"category_scores_gemma":[0.001739922,0.0001154388,0.0001557297,0.0002657895,0.0001698812,0.000460887,0.0002698507,0.0003031623,0.0003195736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008746063,"about_ca_system_score_gemma":0.0001223007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001587635,"about_ca_topic_score_gemma":0.0002308058,"domain_scores_codex":[0.9996644,0.000129497,0.00003269192,0.00005556164,0.0000833318,0.00003457147],"domain_scores_gemma":[0.9994795,0.0001516505,0.0001878386,0.00003338612,0.00008295502,0.00006473223],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005554802,0.0002061657,0.8282984,0.0001670033,0.00007631326,0.003468324,0.0002479581,0.0002944941,0.0559798,0.00006027762,0.0005061902,0.1101396],"study_design_scores_gemma":[0.0001173805,0.004139955,0.8979884,0.0001072713,0.00009568867,0.07042711,0.0004634521,0.003887053,0.0196056,0.00008641058,0.003036063,0.00004567574],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891031,0.002354802,0.007015038,0.0001161985,0.00003008073,0.00004693744,0.00008547279,0.00005568954,0.001192613],"genre_scores_gemma":[0.9917465,0.000929311,0.006879202,0.00005440119,0.00006277538,0.0000309132,0.00007496718,0.000007268012,0.0002145986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008499516,"threshold_uncertainty_score":0.00284338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02387202479176008,"score_gpt":0.3350856297833518,"score_spread":0.3112136049915917,"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."}}