{"id":"W2001183576","doi":"10.1348/135910707x251153","title":"Seeing the glass half full: Optimistic expressive writing improves mental health among chronically stressed caregivers","year":2008,"lang":"en","type":"article","venue":"British Journal of Health Psychology","topic":"Mental Health via Writing","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baycrest Hospital; University of Toronto; University of Manitoba","funders":"National Institute on Aging; Canadian Institutes of Health Research","keywords":"Psychology; Session (web analytics); Narrative; Mental health; Developmental psychology; Randomized controlled trial; Clinical psychology; Psychotherapist; Medicine; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008811077,0.0002885872,0.0005898792,0.0001698567,0.0004491064,0.000351557,0.0002543661,0.0004591743,0.003108818],"category_scores_gemma":[0.003742648,0.0001327196,0.000347755,0.00009680852,0.0002842951,0.0003355925,0.0003291944,0.0006452278,0.0001837518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00014683,"about_ca_system_score_gemma":0.0003556291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002895043,"about_ca_topic_score_gemma":0.0006655935,"domain_scores_codex":[0.9997364,0.000154027,0.00003709435,0.00002285434,0.00002262734,0.00002700919],"domain_scores_gemma":[0.9991245,0.0003747133,0.0002263704,0.000042813,0.00002969963,0.0002019731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.257436,0.04091104,0.03330758,0.007096686,0.002090779,0.000496921,0.003382983,0.0006330103,0.01993853,0.0003307487,0.002525948,0.6318498],"study_design_scores_gemma":[0.2539667,0.4539577,0.2570929,0.003120697,0.004522148,0.001003524,0.005226219,0.001975167,0.009710473,0.001997331,0.007320578,0.0001065453],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978581,0.00126522,0.00008067794,0.000247148,0.00004297939,0.00009649035,0.00002328202,0.000008094023,0.0003780722],"genre_scores_gemma":[0.9979485,0.0008951418,0.0004676583,0.0001750231,0.00005543602,0.0001966304,0.00003085491,9.978293e-7,0.000229791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003108818,"threshold_uncertainty_score":0.01040006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03752715764444316,"score_gpt":0.3737493886293806,"score_spread":0.3362222309849375,"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."}}