{"id":"W3183058467","doi":"10.1093/neuros/nyab237","title":"External Validation and Modification of Nationwide Inpatient Sample Subarachnoid Hemorrhage Severity Score","year":2021,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Institute for Clinical Evaluative Sciences; Toronto Western Hospital; University of Toronto; University Health Network","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"SSS*; Medicine; Subarachnoid hemorrhage; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006913194,0.00008829555,0.0001590856,0.0000724777,0.00007911786,0.00001828547,0.00002786999,0.00004163365,0.00007111768],"category_scores_gemma":[0.0002303844,0.00008732564,0.00005742267,0.0002003398,0.00004029777,0.00009559308,0.0000225251,0.00007895346,0.000007627986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001873505,"about_ca_system_score_gemma":0.00006390187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915625,"about_ca_topic_score_gemma":0.000002652141,"domain_scores_codex":[0.999184,0.00004206691,0.0002576005,0.0002180209,0.0001977154,0.0001006652],"domain_scores_gemma":[0.999245,0.0001380245,0.0001106609,0.0002312269,0.0002167161,0.00005830715],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000160055,0.0009189283,0.6353872,0.0002898779,0.00001502578,0.0000820745,0.0001856087,0.00003776698,0.3318537,0.002397183,0.00009405191,0.02857845],"study_design_scores_gemma":[0.0004320104,0.0000740147,0.812147,0.00002274703,0.00008446768,0.0002594135,0.00001969541,0.002451696,0.1830413,0.001244909,0.0001259089,0.00009685813],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945093,0.00009076106,0.003940511,0.0008051954,0.0001285463,0.0001635193,0.00003554329,0.00003784326,0.0002887605],"genre_scores_gemma":[0.9974033,0.0000316242,0.001822572,0.0002647671,0.00005659103,0.00002492238,0.0001956449,0.00001073087,0.000189822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1767597,"threshold_uncertainty_score":0.3561036,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03348165678473161,"score_gpt":0.2635284126954742,"score_spread":0.2300467559107426,"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."}}