{"id":"W4414849967","doi":"10.1007/s13178-025-01178-5","title":"Assessing Evidence and Proposing a Conceptual Framework to Enhance HIV Testing and Mental Health Awareness Among Middle-Aged and Older Men who have Sex with Men: Insights from Social Work Perspective on Practical Interventions","year":2025,"lang":"en","type":"article","venue":"Sexuality Research and Social Policy","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Hong Kong Baptist University","keywords":"Mental health; Stigma (botany); Theory of planned behavior; Conceptual framework; Social support; Men who have sex with men; Outreach; Conceptual model; Sex work; Health belief model","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001396981,0.000219771,0.0005145402,0.0003670144,0.002802889,0.0006662505,0.00008962447,0.0001647743,0.00001381327],"category_scores_gemma":[0.00407617,0.0001888056,0.00004615049,0.0008362719,0.002042648,0.0005063476,0.0003709015,0.001216069,0.000001262934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005881074,"about_ca_system_score_gemma":0.001063522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062118,"about_ca_topic_score_gemma":0.001222675,"domain_scores_codex":[0.9960936,0.001405853,0.0003722862,0.0007143061,0.0007012697,0.000712685],"domain_scores_gemma":[0.9974074,0.001423333,0.0001017029,0.000156434,0.000401957,0.0005091224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.003748806,0.002650052,0.2670612,0.003247523,0.001360442,0.0001032023,0.5717561,3.55251e-7,0.002680456,0.04799154,0.03643001,0.06297036],"study_design_scores_gemma":[0.001898967,0.004639043,0.572061,0.01047911,0.00005630932,0.00001044439,0.4006962,0.0004676546,0.000356181,0.00885164,0.0001130862,0.0003703443],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9288067,0.0009388927,0.001637297,0.06460203,0.000007627787,0.00132228,0.0000587874,0.00003652645,0.002589818],"genre_scores_gemma":[0.9932805,0.0000673081,0.001004144,0.0003371534,0.000470769,0.00009859556,0.00001883764,0.00002131691,0.004701391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3049998,"threshold_uncertainty_score":0.9984953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1889635944319314,"score_gpt":0.5425858766201653,"score_spread":0.3536222821882339,"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."}}