{"id":"W4395033821","doi":"10.1055/s-0044-1783517","title":"Giardia-Associated Duodenal Stricture","year":2024,"lang":"en","type":"article","venue":"Endoscopy","topic":"Gastrointestinal disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Giardia; Duodenal Diseases; Duodenum; Gastroenterology; Veterinary medicine","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":[0.00003884195,0.000112332,0.0001510621,0.00006857461,0.00003526631,0.00003208674,0.00003171417,0.00004294527,0.0004902731],"category_scores_gemma":[0.0000712356,0.00008280389,0.0001043618,0.0001903278,0.00001884471,0.0000374936,0.00001372955,0.0001670722,0.0004605123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006584269,"about_ca_system_score_gemma":0.00006929305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003666479,"about_ca_topic_score_gemma":0.000004765883,"domain_scores_codex":[0.9993424,0.00001357687,0.00009957016,0.0001808454,0.0001664034,0.0001971615],"domain_scores_gemma":[0.9997167,0.00004078739,0.00001375822,0.0001084185,0.00002631557,0.00009402275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003427542,0.00121486,0.7742672,0.0003219075,0.001630354,0.005977265,0.0006526233,0.00001279455,0.009986151,0.002879364,0.1800137,0.02270107],"study_design_scores_gemma":[0.006507448,0.002520699,0.9282874,0.001591804,0.00120197,0.0003363045,0.0001910088,0.001929875,0.006738281,0.0027332,0.04750736,0.0004546674],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647695,0.005109388,0.0005892638,0.002214178,0.0005758794,0.0003138319,0.00005083914,0.0004779087,0.02589919],"genre_scores_gemma":[0.9936322,0.00003349315,0.001142817,0.0001964531,0.00008455016,0.00001163314,0.00007153515,0.00002149438,0.004805824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1540202,"threshold_uncertainty_score":0.5919108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01067691413570864,"score_gpt":0.2848688251902358,"score_spread":0.2741919110545272,"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."}}