{"id":"W4223481439","doi":"10.1080/07317115.2022.2058440","title":"Perceived Need, Mental Health Literacy, Neuroticism and Self- Stigma Predict Mental Health Service Use Among Older Adults","year":2022,"lang":"en","type":"article","venue":"Clinical Gerontologist","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Movember Canada","keywords":"Mental health; Mental health literacy; Help-seeking; Neuroticism; Psychological intervention; Marital status; Psychology; Clinical psychology; Stigma (botany); Psychiatry; Health literacy; Social support; Gerontology; Medicine; Mental illness; Population; Personality; Health care; Social psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001213549,0.0004557116,0.0009244211,0.0001077801,0.001788141,0.0001198428,0.0005016908,0.0001731114,0.00134138],"category_scores_gemma":[0.00003716415,0.0004232654,0.0001826573,0.0002632241,0.0003146383,0.0003696916,0.0005594566,0.0009300626,0.00008059855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004391771,"about_ca_system_score_gemma":0.0001363723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01032163,"about_ca_topic_score_gemma":0.001500235,"domain_scores_codex":[0.993425,0.002053537,0.001672511,0.001284292,0.0004556657,0.001109029],"domain_scores_gemma":[0.9970486,0.0005548192,0.0007632144,0.0006871512,0.0000501683,0.0008960055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001679766,0.005967781,0.8112876,0.000285639,0.0001902925,0.000100647,0.02032744,0.000001760318,4.462352e-7,0.0001523613,0.0711379,0.08886841],"study_design_scores_gemma":[0.007195567,0.00300248,0.9726208,0.0001128399,0.00002467211,0.000109049,0.004066429,0.0008044805,1.611468e-7,0.00001277155,0.01173265,0.0003180477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9702023,0.002102653,0.00001062771,0.0196067,0.003686136,0.002999057,0.0006704346,0.0003268831,0.0003952539],"genre_scores_gemma":[0.9720392,0.0006070842,0.0005813998,0.02386663,0.0002344111,0.0003447671,0.0008591546,0.00005908245,0.001408253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1613333,"threshold_uncertainty_score":0.9998219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07087455356641192,"score_gpt":0.4236072342585618,"score_spread":0.3527326806921499,"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."}}