{"id":"W6901738438","doi":"10.60692/y4vvz-5ft05","title":"Transcranial Doppler for Early Prediction of Cognitive Impairment after Aneurysmal Subarachnoid Hemorrhage and the Associated Clinical Biomarkers","year":2020,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Subarachnoid hemorrhage; Glasgow Coma Scale; Transcranial Doppler; Blood pressure; Incidence (geometry); Glasgow Outcome Scale; Cognition; Cerebral blood flow; Logistic regression","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004865349,0.0004350913,0.0003152484,0.0008079592,0.000207545,0.0003733757,0.0002065485,0.0004025566,0.0007360444],"category_scores_gemma":[0.001409802,0.0001283781,0.0002369552,0.0004603574,0.0002351847,0.0002298461,0.000182061,0.0004534912,0.0001559727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695189,"about_ca_system_score_gemma":0.0003376538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320578,"about_ca_topic_score_gemma":0.001386688,"domain_scores_codex":[0.9998152,0.00005959144,0.00002020062,0.00002936573,0.00003537828,0.00004041814],"domain_scores_gemma":[0.9992569,0.0002082995,0.0002458266,0.00002863754,0.00009486449,0.0001654264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004321596,0.00008367503,0.9930728,0.00002242112,0.00002991098,0.0003030178,0.0000306233,0.00005154618,0.0005280122,0.00001144511,0.00008094354,0.005353446],"study_design_scores_gemma":[0.00003010444,0.0007788135,0.9957778,0.00001913458,0.00005968586,0.001941584,0.0001289092,0.000540081,0.0004243506,0.00006137301,0.0002288993,0.000009269792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972944,0.001862152,0.0002496518,0.00007099269,0.00002511084,0.00001597386,0.0001018287,0.000007319467,0.0003726556],"genre_scores_gemma":[0.9989101,0.0004691404,0.0003015644,0.00002849672,0.00004597521,0.0000125137,0.0001130103,7.177065e-7,0.0001185695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001320578,"threshold_uncertainty_score":0.002625823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0326695440702684,"score_gpt":0.2403844117026499,"score_spread":0.2077148676323815,"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."}}