{"id":"W1467186150","doi":"10.4103/2152-7806.162676","title":"Systematic review of clinical prediction tools and prognostic factors in aneurysmal subarachnoid hemorrhage","year":2015,"lang":"en","type":"article","venue":"Surgical Neurology International","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Medicine; Subarachnoid hemorrhage; Confounding; Retrospective cohort study; Clinical trial; MEDLINE; Prospective cohort study; Randomized controlled trial; Intensive care medicine; Cohort; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004438385,0.0001201981,0.0005462676,0.00009697492,0.00001582075,0.000007591782,0.0001053567,0.0001131497,0.00006994358],"category_scores_gemma":[0.001519085,0.0000890853,0.0001043081,0.0001170413,0.0001220652,0.00008252716,0.00004502917,0.0002718774,0.00001614098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000140969,"about_ca_system_score_gemma":0.00005690226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006999644,"about_ca_topic_score_gemma":0.000002390065,"domain_scores_codex":[0.9982833,0.0001961581,0.0008549606,0.0002588857,0.0002786501,0.0001280819],"domain_scores_gemma":[0.9988854,0.0004564236,0.0001866189,0.0001635002,0.0001848528,0.0001232325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005234994,0.0008291521,0.9721557,0.02289652,0.00004518727,0.001047152,0.00004168889,0.000002268671,0.00002969212,0.002193626,0.00005244816,0.0001831067],"study_design_scores_gemma":[0.004900089,0.00247585,0.9769726,0.00352711,0.0006918351,0.006831748,0.00002973546,0.003757628,0.00005782062,0.0003954836,0.000165348,0.0001947444],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919194,0.001061213,0.00001299514,0.00352502,0.0003573588,0.0007654617,0.00006949637,0.00003785698,0.002251185],"genre_scores_gemma":[0.9986283,0.0001588069,0.00005470989,0.0006367543,0.0001022479,0.0000656645,0.0002085931,0.000008520472,0.0001364099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0193694,"threshold_uncertainty_score":0.3632793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0480256792282745,"score_gpt":0.3280852707645276,"score_spread":0.2800595915362531,"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."}}