{"id":"W2412233493","doi":"","title":"Prognostic Factors in Aneurysmal Subarachnoid Hemorrhage: Pooled Analyses of Individual Patient Data and Development of Novel Risk Scores in Large Cohorts of International Patients","year":2014,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto","keywords":"Generalizability theory; Medicine; Subarachnoid hemorrhage; Clinical trial; Intensive care medicine; Emergency medicine; Internal medicine; Psychology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001136031,0.0001731655,0.0005308334,0.0002334125,0.00003684994,0.00000281603,0.0002949568,0.0001291567,0.0002654712],"category_scores_gemma":[0.00009702639,0.0001834228,0.00005074528,0.0000963124,0.00006091261,0.0001493186,0.0001425761,0.0001201726,2.877994e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009283397,"about_ca_system_score_gemma":0.0001532975,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01554405,"about_ca_topic_score_gemma":0.06036908,"domain_scores_codex":[0.9987783,0.00003725637,0.0003496861,0.0002901007,0.0004162285,0.0001283772],"domain_scores_gemma":[0.9986125,0.0000619298,0.0007507756,0.0002768524,0.0002503525,0.00004759608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005953818,0.002136065,0.9709185,0.0005918004,0.0001638771,0.000007156842,0.01357499,0.000006414132,0.001305444,0.00001548481,0.000003750257,0.01068114],"study_design_scores_gemma":[0.002197012,0.0002981404,0.9872499,0.0001300608,0.0005126587,9.41782e-7,0.00746499,0.0004761832,0.001551459,0.000001104412,0.000002626162,0.0001148858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981276,0.000140665,0.00007211176,0.00001175669,0.00006003863,0.0004880214,0.0006517512,0.000005745407,0.0004423581],"genre_scores_gemma":[0.9911179,0.00002489185,0.002432195,0.000001589243,0.000004489333,0.000001058911,0.006344409,0.000009632343,0.00006384393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04482503,"threshold_uncertainty_score":0.9910115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721309357919612,"score_gpt":0.2816352359033861,"score_spread":0.25442214232419,"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."}}