{"id":"W4292730831","doi":"10.14740/gr1536","title":"Early Colonoscopy in Hospitalized Patients With Acute Lower Gastrointestinal Bleeding: A Nationwide Analysis","year":2022,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colonoscopy; Confounding; Logistic regression; Bleed; Population; Angiodysplasia; Multivariate analysis; Internal medicine; Surgery; Colorectal cancer; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008842278,0.0002421261,0.0005844384,0.001287291,0.0003145273,0.00004421185,0.0002681489,0.00003128852,0.000620188],"category_scores_gemma":[0.0001447689,0.0002092234,0.0001736377,0.001777278,0.0002705629,0.00009504866,0.0003400967,0.0009876548,0.00003047722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005136403,"about_ca_system_score_gemma":0.000138185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002612829,"about_ca_topic_score_gemma":0.0001172921,"domain_scores_codex":[0.9963021,0.0003498759,0.000408996,0.0006848472,0.001166215,0.001087945],"domain_scores_gemma":[0.9985342,0.0001774736,0.0001236354,0.0003668656,0.0005188851,0.0002789183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01171145,0.002650507,0.982666,0.000009678036,0.0007976605,0.00123292,0.0000916262,0.0001677635,0.00009036155,0.00003478674,0.0005327159,0.00001452665],"study_design_scores_gemma":[0.006989119,0.02816106,0.9635327,0.00005379655,0.0004953913,0.0002913104,0.00008998877,0.0002320334,0.00001303849,0.00003296646,0.0000296428,0.00007891924],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965258,0.000009505567,0.0001321902,0.002041123,0.00005463417,0.0008995672,0.00005731329,0.00004686744,0.0002330339],"genre_scores_gemma":[0.9948335,0.000003269938,0.003786758,0.0002159252,0.00003040051,0.0007133484,0.000178396,0.00003361355,0.0002048267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02551055,"threshold_uncertainty_score":0.8531882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02172327000718527,"score_gpt":0.3177391647967845,"score_spread":0.2960158947895993,"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."}}