{"id":"W4389428582","doi":"10.1186/s12877-023-04513-w","title":"The impact of COVID-19 on the mental health of older sexual minority Canadians in the CLSA","year":2023,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"Canadian Institutes of Health Research; Social Sciences and Humanities Research Council of Canada; Government of Canada","keywords":"Loneliness; Sexual orientation; Mental health; UCLA Loneliness Scale; Medicine; Gee; Lesbian; Depression (economics); Sexual minority; Longitudinal study; Gerontology; Ethnic group; Clinical psychology; Generalized estimating equation; Demography; Psychiatry; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.002395362,0.000124027,0.00019597,0.0001686807,0.0003656027,0.00002376629,0.0005263253,0.00009777269,0.0001226241],"category_scores_gemma":[0.0003289587,0.00006434428,0.000106597,0.0009888287,0.0001284398,0.00002135784,0.00003909091,0.0002591119,0.00006942688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002944978,"about_ca_system_score_gemma":0.001690997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6880893,"about_ca_topic_score_gemma":0.2548834,"domain_scores_codex":[0.9976776,0.0009525059,0.0004117181,0.0001808515,0.0002759928,0.0005013429],"domain_scores_gemma":[0.9975856,0.001360768,0.0002496383,0.0006166744,0.00003105696,0.0001562502],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00008385887,0.0001490754,0.3293152,0.0002548138,0.00002901364,0.000003668341,0.02185923,0.00005254418,0.000003374751,0.009257634,0.6383135,0.0006780457],"study_design_scores_gemma":[0.000627649,0.0003214468,0.9853829,0.000001959376,0.00001148954,0.000008275504,0.006542338,0.00003686961,2.851431e-7,0.0008029458,0.006180734,0.00008310169],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96994,0.0005098938,0.000005647373,0.02352216,0.0007725562,0.0007385973,0.0004530176,0.00001807891,0.004040013],"genre_scores_gemma":[0.9950039,0.000360191,0.000004421358,0.001847191,0.0003769456,0.00003329797,0.00002862058,0.00001469347,0.002330777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6560677,"threshold_uncertainty_score":0.758713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0747578162791117,"score_gpt":0.423900970990657,"score_spread":0.3491431547115453,"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."}}