{"id":"W2752711100","doi":"10.14740/gr851e","title":"Gastrointestinal Bleeding Successfully Treated Using Interventional Radiology","year":2017,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Interventional radiology; Hemostasis; Gastrointestinal bleeding; Embolization; Hemorrhagic shock; GI bleeding; Shock (circulatory); Endoscopy; Surgery; Radiology; Endoscopic treatment","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":[],"consensus_categories":[],"category_scores_codex":[0.001253118,0.0002784538,0.0005582448,0.0004775588,0.001037362,0.0001674622,0.0005169481,0.00007325856,0.0004352197],"category_scores_gemma":[0.0009479749,0.0002418353,0.0002645616,0.00009631408,0.001157267,0.0001920975,0.0004845811,0.0008478201,0.0001132004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003144745,"about_ca_system_score_gemma":0.0001200088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004384043,"about_ca_topic_score_gemma":0.00007545279,"domain_scores_codex":[0.9967941,0.000254918,0.0004585171,0.0006769483,0.0005143715,0.001301139],"domain_scores_gemma":[0.9977796,0.000172591,0.0002278349,0.0007469367,0.0006623193,0.0004107029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00144195,0.0007037833,0.9847289,0.00004940896,0.0001529456,0.00152568,0.00001191024,0.00001083605,0.009812792,0.0002741824,0.001092488,0.0001950685],"study_design_scores_gemma":[0.003548847,0.005581844,0.9647697,0.0006575806,0.0001124111,0.02295358,0.00007041399,0.00131602,0.0006281855,0.0002322554,0.0000424277,0.00008677284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939652,0.00004531707,0.0007546821,0.003290449,0.0001549612,0.0004366513,0.00001635197,0.00006583484,0.001270566],"genre_scores_gemma":[0.991676,0.000009169276,0.007269422,0.00008996736,0.0003759434,0.00006843543,0.00003691843,0.00003952687,0.0004346106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0214279,"threshold_uncertainty_score":0.9861757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1686383488604002,"score_gpt":0.4328103765266318,"score_spread":0.2641720276662316,"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."}}