{"id":"W2287022083","doi":"10.1056/jg200904170000003","title":"UGIB Outcomes for Inpatients vs. Outpatients","year":2009,"lang":"en","type":"article","venue":"Journal watch","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Upper gastrointestinal bleeding; Demographics; Endoscopy; Gastrointestinal bleeding; Emergency medicine; Internal medicine; Demography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001286951,0.0001449018,0.0003050992,0.00006214344,0.0001378289,0.00004139696,0.0000684912,0.00003843178,0.00004313619],"category_scores_gemma":[0.0002244352,0.00009474253,0.0002196819,0.00006647109,0.00001126604,0.00008106264,0.00001062933,0.0001656979,0.00003627521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001762332,"about_ca_system_score_gemma":0.00003473235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003623283,"about_ca_topic_score_gemma":8.710761e-7,"domain_scores_codex":[0.9989411,0.00001016354,0.0003177233,0.000138187,0.0003057721,0.0002871043],"domain_scores_gemma":[0.9992176,0.00006018091,0.0001409038,0.000118356,0.0002217183,0.0002412975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002443189,0.001032683,0.9550489,0.00001134112,0.00007066995,0.00005702562,0.0001356918,0.000004059669,0.00009787334,0.00003180124,0.03271336,0.0105523],"study_design_scores_gemma":[0.004989972,0.006688242,0.9775481,0.0002379212,0.0001966544,0.0003618333,0.0000375831,0.00002871294,0.0005634737,0.001097496,0.008142794,0.0001072708],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571853,0.00003744389,0.0001829678,0.04145469,0.00037329,0.0003438725,0.000006415877,0.00002572113,0.0003903509],"genre_scores_gemma":[0.9884861,0.00005266265,0.007918415,0.001925958,0.0001938639,0.0000116941,0.00001191041,0.00001344398,0.001385943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03952873,"threshold_uncertainty_score":0.3863488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02520373766012968,"score_gpt":0.3211662742621013,"score_spread":0.2959625366019716,"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."}}