{"id":"W1998815884","doi":"10.14740/gr652w","title":"Gastrointestinal Hemorrhage Severity Triage: Locally Derived Score May Outperform Existing Scoring Systems","year":2015,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Strong","keywords":"Triage; Framingham Risk Score; Medicine; Scoring system; Receiver operating characteristic; Internal medicine; Severity of illness; Disease; Emergency medicine","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":[0.004980045,0.0005896948,0.0007575715,0.001250973,0.0001849566,0.001094985,0.0003725443,0.00042026,0.001701629],"category_scores_gemma":[0.01529087,0.0001115173,0.0007717166,0.00110548,0.0003513083,0.0008888939,0.0007873267,0.0005269628,0.0005602844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004602309,"about_ca_system_score_gemma":0.0004872636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00159336,"about_ca_topic_score_gemma":0.002416291,"domain_scores_codex":[0.9973816,0.001194991,0.0002770922,0.0003769007,0.0006109556,0.0001583373],"domain_scores_gemma":[0.9919581,0.003774688,0.002186931,0.000389749,0.00125807,0.0004324657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007784815,0.00004739099,0.9420028,0.0001585908,0.0003667728,0.00005421148,0.000113358,0.001312434,0.0006680554,0.000122136,0.0009562992,0.05341952],"study_design_scores_gemma":[0.00009335392,0.001996253,0.968496,0.0001432051,0.0006191729,0.0007956862,0.0002970379,0.02389767,0.00112486,0.0007710017,0.001712314,0.00005343097],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815344,0.003646555,0.008703814,0.000615428,0.00009674566,0.0001121223,0.000615608,0.0001846269,0.004490606],"genre_scores_gemma":[0.9964553,0.0002687439,0.002471134,0.00005256416,0.00005795019,0.00002221815,0.0004444643,0.000009058332,0.0002186031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004980045,"threshold_uncertainty_score":0.02633733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2367108682983328,"score_gpt":0.3922490444846763,"score_spread":0.1555381761863435,"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."}}