{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003246959,0.0004091208,0.0007819016,0.00047253,0.0003089102,0.000140032,0.0003022091,0.00008665933,0.00005688758],"category_scores_gemma":[0.002100576,0.0003524475,0.0001712238,0.0003734501,0.000534586,0.0001674447,0.0004432332,0.001357925,0.0002851516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007024451,"about_ca_system_score_gemma":0.0004024249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005132956,"about_ca_topic_score_gemma":0.00005379645,"domain_scores_codex":[0.9949592,0.0004789077,0.0006877818,0.0008730521,0.00117989,0.001821218],"domain_scores_gemma":[0.9964597,0.0002986619,0.0001727612,0.0006713736,0.001280716,0.001116745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002931775,0.0006638553,0.9867178,0.0002536348,0.00006702922,0.004963686,0.00008150913,0.0001079371,0.00184572,0.00006770372,0.001509239,0.0007901777],"study_design_scores_gemma":[0.01844446,0.02170088,0.8560719,0.002535885,0.0002812098,0.08407799,0.00283988,0.01202478,0.001266865,0.0001137127,0.0002333294,0.0004091175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914094,0.0001472212,0.003242181,0.001685627,0.0003284376,0.001068087,0.00001532523,0.0001823958,0.001921276],"genre_scores_gemma":[0.9840571,0.000005583699,0.01414727,0.0001672693,0.0005291573,0.0002324673,0.00005606441,0.00006554422,0.0007395298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1306458,"threshold_uncertainty_score":0.9998928,"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."}}