{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001135324,0.0003045546,0.000502516,0.00141426,0.0004021836,0.0007697704,0.0006248561,0.0004710268,0.001019577],"category_scores_gemma":[0.002811176,0.0004548574,0.001238105,0.002548242,0.0002557322,0.0006488767,0.0009731695,0.0008379903,0.0001740317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007459177,"about_ca_system_score_gemma":0.0007889475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01775511,"about_ca_topic_score_gemma":0.02227022,"domain_scores_codex":[0.9987191,0.0002576539,0.0002474771,0.0003070122,0.0002401104,0.0002286328],"domain_scores_gemma":[0.9970089,0.0003206081,0.001823078,0.0001957841,0.0002801855,0.0003715467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008202523,0.0000300034,0.9989267,0.00002242982,0.0001157261,0.0000548239,0.00002205026,0.00003930595,0.00004776689,0.00001144806,0.000124405,0.000523295],"study_design_scores_gemma":[0.0000078312,0.00003971156,0.9993337,0.00001135925,0.00007036146,0.0001007461,0.00009611074,0.0002207803,0.00001291629,0.000006897841,0.00009637131,0.000003164411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975337,0.0004272275,0.0001011293,0.00007686876,0.000007660688,0.00001594167,0.001540232,0.00000497476,0.0002922765],"genre_scores_gemma":[0.9975188,0.0002628121,0.0001004514,0.00005328517,0.00001489639,0.00001884962,0.001976774,0.000002886622,0.00005132817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01775511,"threshold_uncertainty_score":0.03530353,"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."}}