{"id":"W4312103181","doi":"10.1093/geroni/igac059.2165","title":"BENEFITS OF VOLUNTEERING ON RESILIENCE WITH AGING: A CASE STUDY","year":2022,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Resilience and Mental Health","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Gratitude; Dance; Psychological resilience; Psychology; Coping (psychology); Gerontology; Qualitative research; Social psychology; Sociology; Clinical psychology; Medicine; Social science","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":[0.0005842825,0.00007194684,0.0001056071,0.0005042644,0.0001366592,0.000006943619,0.0001101781,0.00001118895,0.00009544208],"category_scores_gemma":[0.00001175127,0.00007110395,0.00000672081,0.001923093,0.00002283746,0.00007295499,0.00005158392,0.0002138658,0.000003763972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137571,"about_ca_system_score_gemma":0.00003619538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00212279,"about_ca_topic_score_gemma":0.0002391944,"domain_scores_codex":[0.9989052,0.00007679227,0.0003542955,0.0002373289,0.0002422262,0.0001840929],"domain_scores_gemma":[0.9995155,0.00004961115,0.0001556882,0.0002194742,0.00004513479,0.00001456351],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001361224,0.000779193,0.8714306,0.00002911318,0.00001151037,0.0008958239,0.05322111,0.01736547,0.0002919314,0.01142577,0.00008952612,0.04432379],"study_design_scores_gemma":[0.003027632,0.002647865,0.6130586,0.0001824357,0.000008262705,0.001901838,0.3767356,0.0004554759,0.0009561037,0.0001082773,0.0005951166,0.0003227583],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960957,0.00003250874,0.00007629498,0.0001239439,0.0002087864,0.0003365465,0.000002577027,0.00002220304,0.003101442],"genre_scores_gemma":[0.9991587,4.348638e-7,0.00006340311,0.0002783078,0.00001894461,0.0001167355,0.000002258654,0.000009816567,0.000351332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3235145,"threshold_uncertainty_score":0.3209037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04381401282987416,"score_gpt":0.3859530941195792,"score_spread":0.342139081289705,"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."}}