{"id":"W4403853594","doi":"10.1093/jcag/gwae033","title":"Practice patterns for eosinophilic esophagitis vary widely among Canadian gastroenterologists: a nationwide survey","year":2024,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Eosinophilic esophagitis; Medicine; Internal medicine; Gastroenterology; Proton-pump inhibitor; Elimination diet; Hepatology; Clinical Practice; Family medicine; Allergy; Food allergy; Disease; Immunology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008797638,0.0002225793,0.0003148105,0.001434597,0.001527461,0.0009034484,0.0009654739,0.0006117967,0.002562142],"category_scores_gemma":[0.003577136,0.0003110977,0.0005122254,0.004639271,0.0005526782,0.0004535336,0.0006544761,0.0005485968,0.0002515266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01262673,"about_ca_system_score_gemma":0.01568978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.971311,"about_ca_topic_score_gemma":0.978183,"domain_scores_codex":[0.9980503,0.00012205,0.0001494361,0.0002706756,0.0009679363,0.0004395791],"domain_scores_gemma":[0.9958729,0.0002739466,0.001378191,0.0001072828,0.00140779,0.0009599073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001723772,0.00001529276,0.994415,0.00005871195,0.00002870543,0.00003831968,0.0004602938,0.00003278094,0.00008440285,0.00002919503,0.002004617,0.002815424],"study_design_scores_gemma":[0.000002715989,0.000009027258,0.9986755,0.00002715751,0.000007732839,0.00004209244,0.0005558601,0.00006388706,0.00001041967,0.000003658769,0.0005973201,0.000004654752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787489,0.002355271,0.0001794329,0.002693973,0.00003044353,0.0001016725,0.01060845,0.00003379473,0.005248108],"genre_scores_gemma":[0.9962199,0.001012382,0.0002285905,0.0004381791,0.00001115013,0.00002859827,0.001723971,0.000004728921,0.0003324925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02868903,"threshold_uncertainty_score":0.09161383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444164795221427,"score_gpt":0.2670470285928525,"score_spread":0.2526053806406382,"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."}}