{"id":"W4394803447","doi":"10.7326/m24-0505","title":"Gastroenterology/Hepatology: What You May Have Missed in 2023","year":2024,"lang":"en","type":"article","venue":"Annals of Internal Medicine","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Internal medicine; Hepatology; Colonoscopy; Gastroenterology; Rifaximin; Eosinophilic esophagitis; Irritable bowel syndrome; Fecal occult blood; Tegaserod; Angiodysplasia; Disease; Colorectal cancer; Cancer","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":[0.003340401,0.001098752,0.001419114,0.001781101,0.001548751,0.004007226,0.000670088,0.007938809,0.02605835],"category_scores_gemma":[0.0110237,0.0004350537,0.001072763,0.001171358,0.001843135,0.008945608,0.002122559,0.007546752,0.01113934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001543244,"about_ca_system_score_gemma":0.002003412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001765091,"about_ca_topic_score_gemma":0.004374039,"domain_scores_codex":[0.998502,0.0004177317,0.0002480243,0.00015571,0.0004694794,0.0002070928],"domain_scores_gemma":[0.991451,0.00186894,0.0006596366,0.0003444355,0.002853881,0.002822093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001263355,0.00005007217,0.001625577,0.0006940521,0.00003355399,0.0009588521,0.00009296193,0.00004163189,0.0002370071,0.001975617,0.8857508,0.1084136],"study_design_scores_gemma":[0.00006447608,0.00009259858,0.00300256,0.002635219,0.00004035926,0.004507032,0.0007859747,0.00005406474,0.00007466236,0.003945684,0.9847533,0.00004414773],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001102487,0.1643332,0.0004939768,0.5499,0.2722192,0.00002704113,0.0001653356,0.0001332513,0.0116255],"genre_scores_gemma":[0.006728956,0.1265368,0.001153394,0.3650833,0.479118,0.00004225862,0.0002237877,0.00007893805,0.02103477],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02605835,"threshold_uncertainty_score":0.08717388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05908867336326259,"score_gpt":0.3673461158587357,"score_spread":0.308257442495473,"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."}}