{"id":"W4412638837","doi":"10.1097/yco.0000000000001029","title":"Scaling up a success story: how do we achieve universal access to transcranial magnetic stimulation?","year":2025,"lang":"en","type":"review","venue":"Current Opinion in Psychiatry","topic":"Transcranial Magnetic Stimulation Studies","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Transcranial magnetic stimulation; Tolerability; Neuroplasticity; Medicine; Physical medicine and rehabilitation; Psychology; Neuroscience; Psychiatry; Stimulation; Internal medicine; Adverse effect","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003002885,0.0009919867,0.001819698,0.001685903,0.0003740338,0.0004592112,0.001697739,0.0003904931,0.0001820069],"category_scores_gemma":[0.0003628488,0.0009855155,0.0006392082,0.003374117,0.0001814648,0.00043071,0.0002815929,0.001234416,0.00007698945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002387616,"about_ca_system_score_gemma":0.0009056743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007089462,"about_ca_topic_score_gemma":0.000009117634,"domain_scores_codex":[0.9947827,0.0009426271,0.0009244469,0.001758809,0.0008495442,0.0007418825],"domain_scores_gemma":[0.9971497,0.001347116,0.0003830592,0.0007584104,0.0001002352,0.0002614804],"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":[0.0001223275,0.0003078414,0.0002764855,0.03177402,0.00002112416,0.000001394109,0.0003728978,0.0004494294,0.000002027994,0.002743143,0.007184175,0.9567451],"study_design_scores_gemma":[0.002277135,0.0001738569,0.000927355,0.04442355,0.0003009099,0.000005751439,0.00005035965,0.0001209245,1.825444e-7,0.0004175799,0.9502993,0.001003057],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004762932,0.9234982,0.002599309,0.003405321,0.0662841,0.003324782,0.0004252611,0.0002138543,0.0002016156],"genre_scores_gemma":[0.000809791,0.9970323,0.0002015614,0.00005842344,0.001266999,0.0003226455,0.00004381202,0.00009447519,0.000169932],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9557421,"threshold_uncertainty_score":0.9992595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1220309031801428,"score_gpt":0.4190528627194731,"score_spread":0.2970219595393302,"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."}}