{"id":"W4200235733","doi":"10.1016/j.neuchi.2021.10.005","title":"Intraoperative cerebral blood flow monitoring in neurosurgery: A review of contemporary technologies and emerging perspectives","year":2021,"lang":"en","type":"review","venue":"Neurochirurgie","topic":"Photoacoustic and Ultrasonic Imaging","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Western Hospital","funders":"","keywords":"Neurosurgery; Medicine; Workflow; Indocyanine green; Cerebral blood flow; Intraoperative MRI; Medical physics; Imaging technology; Emerging technologies; Radiology; Surgery; Magnetic resonance imaging; Computer science; Anesthesia; Interventional magnetic resonance imaging; Artificial intelligence","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":[0.001201511,0.001197687,0.00166452,0.002952321,0.0002438026,0.001331603,0.001133192,0.001253084,0.002071446],"category_scores_gemma":[0.001791158,0.000395647,0.0008030062,0.002715798,0.0007651753,0.002138999,0.0007431039,0.001561221,0.0008777965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004110766,"about_ca_system_score_gemma":0.001267954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009902013,"about_ca_topic_score_gemma":0.001505528,"domain_scores_codex":[0.9996166,0.00005635851,0.00008492992,0.00008851821,0.0001267457,0.00002675841],"domain_scores_gemma":[0.9984497,0.001044796,0.0001856345,0.00002493618,0.0002312432,0.00006358526],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009201089,0.00007111346,0.0004592711,0.02456663,0.0001150223,0.0002373946,0.00006493425,0.0004022824,0.001945833,0.001257728,0.00882977,0.9619579],"study_design_scores_gemma":[0.00007156243,0.00061691,0.005276099,0.02193505,0.001231116,0.008630547,0.0003499664,0.001158946,0.003370399,0.00442917,0.9527452,0.0001850705],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001102225,0.9992176,0.0002335878,0.0001143453,0.00008292909,0.000002487914,0.000009173335,0.000004953568,0.0002245599],"genre_scores_gemma":[0.0007000336,0.998517,0.0003647383,0.00009791794,0.0002115324,0.000004122205,0.00001561849,0.000001168954,0.00008786788],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002952321,"threshold_uncertainty_score":0.006929636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573701142716876,"score_gpt":0.280089063988141,"score_spread":0.2543520525609722,"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."}}