{"id":"W3157215120","doi":"10.14309/ajg.0000000000001245","title":"ACG Clinical Guideline: Upper Gastrointestinal and Ulcer Bleeding","year":2021,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":584,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute; McGill University Health Centre","funders":"","keywords":"Medicine; CLIPS; Upper gastrointestinal bleeding; Endoscopy; Electrocoagulation; Hemostasis; Surgery; Guideline; Emergency department; Argon plasma coagulation","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":[0.0009703435,0.0001917807,0.0008604269,0.00009812154,0.00007318,0.00002682423,0.0001411411,0.00001726585,0.00008853341],"category_scores_gemma":[0.0005906762,0.0001186568,0.0002976291,0.0001338088,0.0006459056,0.00005564822,0.0001208233,0.0005442139,0.000008737884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004705192,"about_ca_system_score_gemma":0.0001218903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001134662,"about_ca_topic_score_gemma":0.00000508645,"domain_scores_codex":[0.9978977,0.0002625241,0.0009615704,0.0002257648,0.0002541902,0.0003982382],"domain_scores_gemma":[0.9977627,0.0003445032,0.0007774936,0.0002305969,0.0005739511,0.0003107913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003847507,0.0003434346,0.9852816,0.000006649849,0.0002532884,0.001119555,0.00003986451,0.00001001313,0.001033866,0.00004064269,0.003939095,0.004084456],"study_design_scores_gemma":[0.002775928,0.03264035,0.8126951,0.000318843,0.0006045807,0.1485157,0.0009260459,0.0001023007,0.0001019628,0.00008767211,0.001167629,0.00006386879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9695317,0.0001995158,0.00154462,0.02837578,0.0001701146,0.0000669983,0.000002707031,0.00001137836,0.00009720572],"genre_scores_gemma":[0.9478245,0.000222313,0.04668083,0.004596693,0.0005896736,0.000002244905,0.000002408278,0.00002166504,0.00005964499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1725865,"threshold_uncertainty_score":0.4838684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02369415544140367,"score_gpt":0.3308174931498389,"score_spread":0.3071233377084353,"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."}}