{"id":"W4362657602","doi":"10.1097/mcg.0000000000001720","title":"Comparative Evaluation of the ABC Score to Other Risk Stratification Scales in Managing High-risk Patients Presenting With Acute Upper Gastrointestinal Bleeding","year":2022,"lang":"en","type":"article","venue":"Journal of Clinical Gastroenterology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Receiver operating characteristic; Upper gastrointestinal bleeding; Intensive care unit; Risk stratification; Risk assessment; Internal medicine; Framingham Risk Score; Clinical judgment; Area under the curve; Emergency medicine; Endoscopy; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003110167,0.0001745774,0.0007202728,0.0002235608,0.0001311682,0.00001497054,0.0002319616,0.00002533729,0.00005022526],"category_scores_gemma":[0.0007322126,0.0001118646,0.0002308141,0.0002305052,0.0001426288,0.00008874951,0.0001364355,0.0008725876,0.000001444321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001634688,"about_ca_system_score_gemma":0.000114749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007626822,"about_ca_topic_score_gemma":0.0001592555,"domain_scores_codex":[0.9959573,0.00107432,0.001452693,0.0002760763,0.0009431806,0.0002963869],"domain_scores_gemma":[0.9963067,0.0004139439,0.002184756,0.0002245654,0.0007256881,0.0001443287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003305913,0.001371118,0.9819612,0.000009658093,0.0002820015,0.00001958869,0.0001761875,0.0119663,0.00008343156,0.00001709701,0.0001385755,0.0006689629],"study_design_scores_gemma":[0.006470527,0.01105704,0.9774418,0.0002909671,0.0009844213,0.0003644552,0.0003888824,0.002681798,0.00006296517,0.0002056242,0.000005018142,0.00004644022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970731,0.0000131629,0.0005491672,0.001417349,0.0002263094,0.0006363341,0.00002688294,0.000005073738,0.00005266055],"genre_scores_gemma":[0.9916469,0.000009137858,0.00797797,0.0001851212,0.0001184243,0.00003496291,0.000005751955,0.00001600872,0.000005656208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00968592,"threshold_uncertainty_score":0.4561708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0642385657863181,"score_gpt":0.3699906980602208,"score_spread":0.3057521322739027,"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."}}