{"id":"W4220987389","doi":"10.1002/brb3.2549","title":"Factors affecting mental health and happiness in the elderly: A structural equation model by gender differences","year":2022,"lang":"en","type":"article","venue":"Brain and Behavior","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services","funders":"","keywords":"Happiness; LISREL; Structural equation modeling; Mental health; Path analysis (statistics); Psychology; Population; Gerontology; Demography; Clinical psychology; Social psychology; Medicine; Psychiatry; Sociology; Mathematics; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002750526,0.00009973624,0.0001128674,0.00004499446,0.0003718795,0.00003365614,0.0000664746,0.00003927304,0.0001342507],"category_scores_gemma":[0.00001050107,0.00006562126,0.00001939449,0.00008581031,0.00003980151,0.00004136801,0.00002814605,0.0002160246,4.620007e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002509441,"about_ca_system_score_gemma":0.000007535159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003547069,"about_ca_topic_score_gemma":0.00002989001,"domain_scores_codex":[0.9989973,0.0003268782,0.0001344443,0.0002355667,0.000132109,0.0001737554],"domain_scores_gemma":[0.9997005,0.0001077185,0.00006335908,0.00007950506,0.000003089669,0.00004581347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000598668,0.0002349882,0.8479589,0.00001473486,0.0000127421,0.000003416912,0.06949171,0.000008915622,0.001446903,0.001316514,0.004401131,0.07505019],"study_design_scores_gemma":[0.0005735438,0.0003585083,0.9758052,0.000003106975,0.000007035161,0.00002119831,0.02182068,0.0007425381,0.000003264558,0.0004575969,0.000096961,0.0001104069],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978301,0.000283256,0.00009628974,0.0009413246,0.0002390052,0.0002947326,0.00004000836,0.00002382982,0.0002514316],"genre_scores_gemma":[0.999062,0.000005501308,0.00001637549,0.0006018377,0.00001754584,0.00006394857,0.0000582494,0.000005692435,0.0001688529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1278463,"threshold_uncertainty_score":0.2860234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1120675043242256,"score_gpt":0.3680335034172278,"score_spread":0.2559659990930023,"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."}}