{"id":"W4226271995","doi":"10.3389/fsurg.2022.847429","title":"Intracranial Venous Alteration in Patients With Aneurysmal Subarachnoid Hemorrhage: Protocol for the Prospective and Observational SAH Multicenter Study (SMS)","year":2022,"lang":"en","type":"article","venue":"Frontiers in Surgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Health Sciences North","funders":"","keywords":"Medicine; Observational study; Institutional review board; Subarachnoid hemorrhage; Vasospasm; Prospective cohort study; Neurovascular bundle; Radiology; Stroke (engine); Internal medicine; Surgery","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":[0.01512938,0.0025367,0.00240609,0.00187007,0.002696057,0.00115296,0.001859274,0.002154681,0.009048451],"category_scores_gemma":[0.01366099,0.001274836,0.0016838,0.002234284,0.001136441,0.001480138,0.001609742,0.001390721,0.003378185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001747085,"about_ca_system_score_gemma":0.007400979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001990698,"about_ca_topic_score_gemma":0.002848677,"domain_scores_codex":[0.9906585,0.005981136,0.001462687,0.0006614414,0.0006345806,0.0006016772],"domain_scores_gemma":[0.991409,0.001002939,0.001913293,0.001477563,0.002902017,0.001295154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.3202722,0.04571163,0.4452314,0.01062791,0.001804206,0.002776121,0.004230058,0.007204622,0.01502165,0.00706698,0.0624042,0.07764906],"study_design_scores_gemma":[0.101334,0.07944981,0.69006,0.003093801,0.001012992,0.001406576,0.002826811,0.006252144,0.005337676,0.003261487,0.1055558,0.0004088912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.05388021,0.0002418132,0.005233263,0.0004423167,0.0001815161,0.9255266,0.01179213,0.00009933815,0.002602886],"genre_scores_gemma":[0.02554173,0.0001255893,0.006548925,0.0002805544,0.00007973929,0.9621966,0.004836011,0.000009702494,0.0003810436],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.01512938,"threshold_uncertainty_score":0.0800128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02086301123572212,"score_gpt":0.2604879857658467,"score_spread":0.2396249745301246,"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."}}