{"id":"W1985350325","doi":"10.1007/s11938-004-0045-x","title":"Endoscopic management of lower gastrointestinal bleeding","year":2004,"lang":"en","type":"article","venue":"Current Treatment Options in Gastroenterology","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Colonoscopy; Lower gastrointestinal bleeding; Therapeutic endoscopy; Rectum; Endoscopy; Gastrointestinal bleeding; Therapeutic modalities; General surgery; Endoscopic treatment; Radiology; Surgery; Internal medicine; Colorectal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008580531,0.0003202402,0.0005055236,0.0003688291,0.00005144152,0.00001021933,0.0001009453,0.00003087145,0.00007304426],"category_scores_gemma":[0.0000116619,0.00027161,0.0002164232,0.00022199,0.0001538941,0.00006679643,0.0000649748,0.0001587119,0.00004146272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007078418,"about_ca_system_score_gemma":0.00004825753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003944596,"about_ca_topic_score_gemma":0.0000203709,"domain_scores_codex":[0.9982122,0.00003047126,0.000538825,0.0004611335,0.0001981395,0.0005592523],"domain_scores_gemma":[0.9992532,0.000029958,0.000147462,0.0003305486,0.00007472704,0.0001640884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005958176,0.008871439,0.9824519,0.000156684,0.0002036199,0.000663492,0.00006931625,0.0009897007,0.0005757716,0.002817325,0.00002321339,0.002581677],"study_design_scores_gemma":[0.01940934,0.01957756,0.9530594,0.003908897,0.0006623721,0.001859894,0.0002616055,0.00006358459,0.0005264197,0.0004136961,0.0001286359,0.0001285804],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960975,0.0003786242,0.001269485,0.0005856925,0.0003447873,0.0007158211,0.00001525292,0.00005989644,0.000532924],"genre_scores_gemma":[0.9668609,0.0006317633,0.03204316,0.0000252634,0.00005667086,0.0002663434,0.00005854005,0.00002279935,0.00003451926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03077368,"threshold_uncertainty_score":0.9999736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03664193774542402,"score_gpt":0.3155073256613062,"score_spread":0.2788653879158822,"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."}}