{"id":"W4360815437","doi":"10.1002/advs.202205634","title":"Ultrasound Neuromodulation as a New Brain Therapy","year":2023,"lang":"en","type":"review","venue":"Advanced Science","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Medizinische Universität Wien; Herzfelder'sche Familienstiftung; Universität Wien; Austrian Science Fund; BrainsWay; National Institutes of Health; Boston Scientific Corporation","keywords":"Neuromodulation; Medicine; Ultrasound; Radiology; Internal medicine; Central nervous system","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001599365,0.000271675,0.0004402794,0.0002130399,0.0001905106,0.000117392,0.000634716,0.00008800673,0.00004051891],"category_scores_gemma":[0.0002596815,0.0002351459,0.0001302514,0.001981486,0.0001317008,0.0003102312,0.00002240838,0.0002331866,0.0009083595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009592302,"about_ca_system_score_gemma":0.0003813141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009644576,"about_ca_topic_score_gemma":0.000005935461,"domain_scores_codex":[0.9986238,0.00001434594,0.0002809902,0.0004344121,0.00029024,0.0003561352],"domain_scores_gemma":[0.998762,0.0004207914,0.00006634447,0.000513573,0.00002950309,0.0002078519],"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":[2.637954e-7,0.000004690216,1.523937e-7,0.0002486541,0.000009499442,0.000001141357,0.00006791577,0.0008311884,0.00139798,0.0006870599,0.0004587718,0.9962927],"study_design_scores_gemma":[0.00006095265,0.00001510479,0.000006831466,0.0005192977,0.00001618866,0.00004201022,0.000006273076,0.0000897456,0.00002897574,0.001295645,0.9976517,0.0002672666],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009259098,0.9944876,0.001378699,0.00004223014,0.0004001413,0.0006132958,0.00001435806,0.0008242166,0.002146814],"genre_scores_gemma":[0.00005349856,0.9973864,0.0007459074,0.00007832119,0.0001469271,0.0001073164,0.00002749573,0.0000797125,0.001374414],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9971929,"threshold_uncertainty_score":0.9998695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05465499192102963,"score_gpt":0.3425194594439608,"score_spread":0.2878644675229312,"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."}}