{"id":"W4280598685","doi":"10.1002/hbm.25905","title":"Whole‐brain dynamics differentiate among cisgender and transgender individuals","year":2022,"lang":"en","type":"article","venue":"Human Brain Mapping","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"H2020 Marie Skłodowska-Curie Actions; HORIZON EUROPE Excellent Science; H2020 Excellent Science; Horizon 2020 Framework Programme; Agència de Gestió d'Ajuts Universitaris i de Recerca; Generalitat de Catalunya; European Commission; Ministerio de Ciencia e Innovación; Centres de Recerca de Catalunya; Agencia Estatal de Investigación; Ministerio de Ciencia, Innovación y Universidades","keywords":"Transgender; Psychology; Dynamics (music); Neuroscience; Cognitive psychology; Psychoanalysis","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","sts"],"consensus_categories":[],"category_scores_codex":[0.0007344839,0.0002957661,0.0003106168,0.0003399237,0.002572043,0.0001484008,0.0003538495,0.00005591855,0.0004003897],"category_scores_gemma":[0.001284569,0.0003322911,0.0001155792,0.0004385405,0.0003046388,0.0002558881,0.0006100071,0.0005368811,0.00001318528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001760031,"about_ca_system_score_gemma":0.00002669064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001856937,"about_ca_topic_score_gemma":0.00007613274,"domain_scores_codex":[0.9970216,0.0005689618,0.0003303126,0.0009137074,0.0006430079,0.0005224327],"domain_scores_gemma":[0.996421,0.002968698,0.0001456098,0.0003372367,0.0000222707,0.0001051853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003491501,0.000404738,0.09223168,0.0002131664,0.0002281119,0.0001204591,0.0191631,0.0008800654,0.7174211,0.08522171,0.08211687,0.001964122],"study_design_scores_gemma":[0.00166595,0.0001941133,0.9162422,0.00002761034,0.00002265184,0.00006963227,0.005541111,0.003767005,0.0003853148,0.03012262,0.04104597,0.0009157684],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9689388,0.00006570195,0.002264198,0.02479875,0.0003466778,0.0004525574,0.0001439375,0.0002468392,0.002742585],"genre_scores_gemma":[0.983883,0.000001863144,0.00004437771,0.01068059,0.0000955412,0.0001612826,0.00003078975,0.0000520027,0.005050621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8240106,"threshold_uncertainty_score":0.9999129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06261782824562638,"score_gpt":0.267321052694833,"score_spread":0.2047032244492066,"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."}}