{"id":"W4385516261","doi":"10.21203/rs.3.rs-2901895/v1","title":"Transcutaneous vagus nerve stimulation (tVNS) to acutely reduce emotional vulnerability and improve emotional regulation in borderline personality disorder (tVNS-BPD): study protocol for a randomized, single-blind, sham-controlled trial","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Vagus Nerve Stimulation Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Borderline personality disorder; Vagus nerve stimulation; Vulnerability (computing); Randomized controlled trial; Vagus nerve; Stimulation; Psychology; Protocol (science); Clinical psychology; Medicine; Neuroscience; Internal medicine; Computer science; Computer security","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0194045,0.0009560457,0.002351784,0.002216917,0.001083274,0.0009393765,0.001042649,0.0008313227,0.0004924074],"category_scores_gemma":[0.03703102,0.0008616805,0.0008467255,0.00209806,0.0006936628,0.0004559502,0.00113408,0.002967394,0.00003954334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00123347,"about_ca_system_score_gemma":0.001616611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148757,"about_ca_topic_score_gemma":0.001189701,"domain_scores_codex":[0.9744197,0.01181285,0.002840882,0.003785492,0.005457025,0.001684111],"domain_scores_gemma":[0.9785036,0.01621949,0.0006066423,0.001388896,0.002658649,0.000622698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9117911,0.005793953,0.0006822317,0.001318952,0.0001310007,0.00004995373,0.001448449,0.07168593,0.0035674,0.0003972031,0.000103832,0.003029993],"study_design_scores_gemma":[0.7162405,0.003912199,0.006639042,0.0003915563,0.00005682389,0.000008920549,0.0002714027,0.2639096,0.0002861288,0.007548663,0.00005796704,0.0006771857],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.4704465,0.000009460858,0.004613232,0.00334828,0.0002845674,0.52039,0.0006083431,0.0002006845,0.00009896471],"genre_scores_gemma":[0.5732408,0.000001603856,0.000467973,0.00002053521,0.0005375018,0.4244901,0.0002644357,0.0001165352,0.0008604848],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1955506,"threshold_uncertainty_score":0.9993834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1997909983107487,"score_gpt":0.4867424243216598,"score_spread":0.2869514260109111,"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."}}