{"id":"W2522612301","doi":"10.4103/2152-7806.187496","title":"Clinical outcome prediction in aneurysmal subarachnoid hemorrhage - Alterations in brain-body interface","year":2016,"lang":"en","type":"article","venue":"Surgical Neurology International","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; St. Michael's Hospital; McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Medicine; Logistic regression; Subarachnoid hemorrhage; Stroke (engine); Internal medicine; Infarction; Cardiology; Myocardial infarction","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001111461,0.0003789781,0.0003881521,0.001132284,0.0001705411,0.0007259667,0.0003584146,0.0003014216,0.001970771],"category_scores_gemma":[0.004988594,0.0001242828,0.0006837457,0.001009742,0.0002100352,0.0003321964,0.0005116721,0.0004942594,0.0003478218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435547,"about_ca_system_score_gemma":0.0003915493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001497957,"about_ca_topic_score_gemma":0.001209658,"domain_scores_codex":[0.9994831,0.0002429027,0.00007303425,0.00007742402,0.00006394013,0.00005957409],"domain_scores_gemma":[0.9975108,0.00108199,0.0009521894,0.0001414043,0.0001707377,0.0001429623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000417822,0.00002386347,0.9968247,0.0000204581,0.00007265739,0.00005080359,0.00001089683,0.0003204761,0.00006752143,0.00002442691,0.0001028502,0.002063332],"study_design_scores_gemma":[0.00003558839,0.0001930339,0.991448,0.00002089549,0.0001730508,0.0003650456,0.00007820099,0.006988648,0.000210527,0.0002445852,0.00023322,0.000009097624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976404,0.0002894884,0.0005962339,0.00007132513,0.000009152011,0.00001301944,0.0009621228,0.00001168005,0.0004065982],"genre_scores_gemma":[0.998594,0.00008845743,0.0003497355,0.000007466133,0.000008718976,0.00001338348,0.000877857,0.000002152101,0.00005835093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001970771,"threshold_uncertainty_score":0.00659287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548578661513289,"score_gpt":0.3340523513655179,"score_spread":0.308566564750385,"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."}}