{"id":"W4403725663","doi":"10.14309/01.ajg.0001032732.05999.4a","title":"S841 Training Machine Learning Models for the Assessment of the Endoscopic Mayo Score in Ulcerative Colitis: A Systematic Review","year":2024,"lang":"en","type":"review","venue":"The American Journal of Gastroenterology","topic":"Diverticular Disease and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Ulcerative colitis; Internal medicine; Disease","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":[0.01601468,0.001897862,0.007873603,0.008303605,0.000513073,0.00251129,0.002632971,0.002145087,0.006564958],"category_scores_gemma":[0.07088053,0.0009142064,0.01039527,0.006795829,0.0007861339,0.002879579,0.001122034,0.001396305,0.0007277379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002857784,"about_ca_system_score_gemma":0.01022626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006376409,"about_ca_topic_score_gemma":0.01411128,"domain_scores_codex":[0.9911444,0.003568112,0.003078587,0.0006351128,0.001432187,0.0001416019],"domain_scores_gemma":[0.9378378,0.05266916,0.005425239,0.0007802859,0.00306404,0.0002233044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002431896,0.00003037179,0.001440925,0.9063954,0.01621617,0.00007585012,0.000115613,0.0007065189,0.00009916212,0.0003166283,0.002938945,0.07142126],"study_design_scores_gemma":[0.0002571616,0.0002744987,0.003758731,0.883427,0.09330244,0.000192328,0.0001228731,0.001229323,0.0002043741,0.0007533279,0.01641953,0.00005835504],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001079023,0.9956617,0.0008950278,0.0005585197,0.0001404639,0.000544223,0.0007524741,0.00003548157,0.0003330171],"genre_scores_gemma":[0.0221044,0.9726189,0.002601362,0.0006442184,0.0001998066,0.0009488208,0.000692639,0.00001794814,0.0001719418],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01601468,"threshold_uncertainty_score":0.08469474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07770606073988577,"score_gpt":0.3700291281214302,"score_spread":0.2923230673815444,"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."}}