{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01892854,0.0007292691,0.0008311752,0.002674761,0.0007743628,0.00109534,0.001554563,0.0004212045,0.001368628],"category_scores_gemma":[0.05478198,0.0003271726,0.001421894,0.002762166,0.0008442835,0.0005014093,0.001523797,0.0006805472,0.0006669867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002674267,"about_ca_system_score_gemma":0.006205305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07781945,"about_ca_topic_score_gemma":0.1087563,"domain_scores_codex":[0.9858329,0.004593988,0.0019062,0.001900614,0.005142279,0.0006241204],"domain_scores_gemma":[0.9551553,0.007000848,0.006511362,0.00455191,0.02563882,0.001141744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000292953,0.0000599798,0.9873375,0.00007070786,0.0002651025,0.00002922647,0.0002030738,0.0005146928,0.0001968351,0.0001439108,0.002034328,0.008851688],"study_design_scores_gemma":[0.00006377295,0.0001271868,0.9945948,0.00004555557,0.00009148646,0.00005702533,0.0001218473,0.002377342,0.0002792315,0.00008469608,0.002144523,0.00001257493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635406,0.0003364501,0.009353162,0.000241413,0.0002180694,0.002507597,0.01566862,0.000198085,0.007935998],"genre_scores_gemma":[0.9725516,0.0001538403,0.006470051,0.0001297308,0.00006360532,0.001635325,0.01789958,0.00006068586,0.001035456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07781945,"threshold_uncertainty_score":0.154733,"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."}}