{"id":"W4408952849","doi":"10.1016/j.techsoc.2025.102890","title":"How to involve society into the ethics of non-invasive brain stimulation? Strategies for broader participation of stakeholders","year":2025,"lang":"en","type":"article","venue":"Technology in Society","topic":"Neuroethics, Human Enhancement, Biomedical Innovations","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"Australian Research Council; Studienstiftung des Deutschen Volkes; Bundesministerium für Bildung und Forschung; Australian Government","keywords":"Brain stimulation; Engineering ethics; Stimulation; Political science; Neuroscience; Psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00100515,0.00013782,0.0002345489,0.000132173,0.000234769,0.00002989859,0.0007649493,0.0004625699,0.000003783815],"category_scores_gemma":[0.00546195,0.0001200024,0.0001030049,0.002153036,0.002111042,0.0001902141,0.0003192165,0.0007756691,5.904033e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008458397,"about_ca_system_score_gemma":0.0005132052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002722915,"about_ca_topic_score_gemma":0.0001864261,"domain_scores_codex":[0.9984249,0.00008352525,0.0004711515,0.0004440259,0.0003058241,0.0002705437],"domain_scores_gemma":[0.9959643,0.002753972,0.0002684824,0.0006646597,0.0003283377,0.00002019028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001167319,0.0001505649,0.0006008135,0.0002630488,0.00003704408,1.870688e-7,0.01985877,0.0004632336,0.8232809,0.145644,0.008460719,0.001228999],"study_design_scores_gemma":[0.000895055,0.0002104884,0.0009678242,0.0001385701,0.00003468827,1.654595e-7,0.03773012,0.007965902,0.7146003,0.236064,0.001229196,0.0001636561],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6543452,0.00002481333,0.1451162,0.1990566,0.0001632136,0.001102266,0.00003881731,0.00009432627,0.00005861504],"genre_scores_gemma":[0.9846951,0.00004265531,0.008032554,0.006830736,0.00001505592,0.0002010733,0.000008951729,0.00001155637,0.0001623679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3303498,"threshold_uncertainty_score":0.7778223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1495525389398157,"score_gpt":0.4076144542325456,"score_spread":0.2580619152927299,"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."}}