{"id":"W2107377220","doi":"10.1093/geront/47.3.296","title":"Does Expressive Writing Reduce Stress and Improve Health for Family Caregivers of Older Adults?","year":2007,"lang":"en","type":"article","venue":"The Gerontologist","topic":"Mental Health via Writing","field":"Psychology","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Institute on Aging","keywords":"Family caregivers; Intervention (counseling); Mental health; Psychology; Caregiver stress; Primary caregiver; Stress management; Stress (linguistics); Clinical psychology; Medicine; Gerontology; Developmental psychology; Psychotherapist; Psychiatry; Dementia","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006482614,0.0002479087,0.0002152513,0.0001384649,0.0003193731,0.0002815397,0.0001749466,0.000291693,0.002736851],"category_scores_gemma":[0.006051891,0.00006088813,0.0001633538,0.00007834191,0.0002171803,0.000308719,0.0003729176,0.0002470978,0.0001844633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008715532,"about_ca_system_score_gemma":0.0002277904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001537436,"about_ca_topic_score_gemma":0.0005758678,"domain_scores_codex":[0.999786,0.0001273627,0.0000218288,0.00001760909,0.00002159563,0.00002575034],"domain_scores_gemma":[0.9989519,0.0003626067,0.0003442959,0.00006980581,0.00006457607,0.0002068591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.008800036,0.01152091,0.1365421,0.002342218,0.0002849307,0.0007777901,0.009159186,0.0003586347,0.01272894,0.0002048238,0.003846433,0.813434],"study_design_scores_gemma":[0.005356591,0.05504747,0.8545198,0.002721962,0.001143311,0.004484732,0.03447848,0.002420756,0.01686765,0.002952623,0.01989017,0.0001164133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981046,0.0006132443,0.0001619702,0.0003907617,0.00003782507,0.00002353868,0.00002783688,0.00001099012,0.0006292483],"genre_scores_gemma":[0.9976749,0.0006609599,0.0008051491,0.0002333644,0.00004982822,0.0000436122,0.00004503022,0.000001792112,0.0004854807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002736851,"threshold_uncertainty_score":0.009155631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03730878708147139,"score_gpt":0.3779086466180456,"score_spread":0.3405998595365742,"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."}}