{"id":"W4414550402","doi":"10.3389/fpsyt.2025.1594762","title":"Gender role identity, personality factors, and psychiatric symptoms among American adults: the Nathan Kline Institute Rockland Sample","year":2025,"lang":"en","type":"article","venue":"Frontiers in Psychiatry","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; Université de Montréal; Institut Universitaire en Santé Mentale de Québec","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; National Institutes of Health; American Foundation for Suicide Prevention","keywords":"Personality; Big Five personality traits; Gender role; Identity (music); Mental health; Sample (material)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008366669,0.0002751164,0.0003225859,0.0008082318,0.000703621,0.0004904495,0.0005803644,0.0002850561,0.00216429],"category_scores_gemma":[0.001279175,0.0002462819,0.0002760363,0.000740398,0.0002061039,0.0004611929,0.0007020577,0.0003468989,0.0006936352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004161173,"about_ca_system_score_gemma":0.0006068664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02273251,"about_ca_topic_score_gemma":0.05324923,"domain_scores_codex":[0.999593,0.0001233983,0.00004039398,0.00008712402,0.0001035541,0.00005260927],"domain_scores_gemma":[0.9995066,0.00006615759,0.0001763503,0.00007111074,0.00009790307,0.00008185086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000059513,0.00006425477,0.995845,0.00001604633,0.00003806624,0.00009388191,0.0005235344,0.00001796591,0.0004838562,0.00003577094,0.0008335813,0.001988436],"study_design_scores_gemma":[0.000006022467,0.00002335013,0.9986271,0.000007667753,0.00001600019,0.0001317464,0.0005239634,0.0000462993,0.00006118261,0.00001190818,0.0005423349,0.000002443666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963958,0.0001921334,0.0001510487,0.0001217798,0.000005969821,0.00007092425,0.002175321,0.000004881952,0.0008821966],"genre_scores_gemma":[0.994045,0.000312243,0.000743343,0.0002572437,0.00001628187,0.000294811,0.003525828,0.000009133911,0.0007961931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02273251,"threshold_uncertainty_score":0.04520041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008418721660380029,"score_gpt":0.276726665920404,"score_spread":0.2683079442600239,"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."}}