{"id":"W4410475230","doi":"10.1101/2025.05.16.25327804","title":"Human Applications of Transcranial Temporal Interference Stimulation: A Systematic Review","year":2025,"lang":"en","type":"review","venue":"medRxiv","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network; Sunnybrook Health Science Centre; Ontario Brain Institute; Baycrest Hospital; St. Michael's Hospital","funders":"Biotechnology and Biological Sciences Research Council","keywords":"Neuroscience; Interference (communication); Computer science; Stimulation; Psychology; Telecommunications","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":[0.006039399,0.001341307,0.008200687,0.00585551,0.0004572072,0.002114312,0.001708337,0.001542795,0.005704558],"category_scores_gemma":[0.02004992,0.0006609096,0.006616555,0.007000205,0.0009241456,0.001557347,0.001186561,0.0008614936,0.0004176913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002296254,"about_ca_system_score_gemma":0.007425789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003831171,"about_ca_topic_score_gemma":0.01076994,"domain_scores_codex":[0.9944934,0.001882248,0.002064882,0.0003808216,0.001041458,0.0001373114],"domain_scores_gemma":[0.9810636,0.01345522,0.003522723,0.0002944716,0.001492316,0.0001716208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002303058,0.00001548247,0.0002498699,0.9613273,0.005832601,0.00006082723,0.00008964776,0.00006723226,0.0001668483,0.0001233914,0.0007673323,0.03106909],"study_design_scores_gemma":[0.0005165861,0.0004521808,0.003100414,0.9083791,0.06961347,0.0004729963,0.0002256009,0.0001221049,0.000301146,0.0003110728,0.01646566,0.0000395959],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009183687,0.9978921,0.0001747516,0.0001405054,0.00007173302,0.0003175685,0.00024244,0.000007660174,0.0002347979],"genre_scores_gemma":[0.01418796,0.9838367,0.0004980625,0.0004208443,0.00007865454,0.0006732195,0.0001800149,0.000005449719,0.0001191251],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008200687,"threshold_uncertainty_score":0.03193974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08472987767006322,"score_gpt":0.3794897268566422,"score_spread":0.2947598491865789,"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."}}