{"id":"W4364361029","doi":"10.3233/adr-220106","title":"The Association Between Emotional Expressivity in Autobiographies from Early Adulthood and the Risk of Dementia in the Context of Written Language Skills","year":2023,"lang":"en","type":"article","venue":"Journal of Alzheimer s Disease Reports","topic":"Mental Health via Writing","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Institute on Aging; Canadian Institutes of Health Research; Robert J. Kleberg, Jr. and Helen C. Kleberg Foundation","keywords":"Dementia; Association (psychology); Context (archaeology); Expressivity; Psychology; Developmental psychology; Medicine; History; Psychotherapist; Pathology; Disease","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":[0.0006116407,0.0002514573,0.000174884,0.0007087698,0.000420464,0.0007078437,0.0002606,0.0004373133,0.002133012],"category_scores_gemma":[0.00478484,0.0001959852,0.0002365748,0.0004236103,0.000340787,0.0005097268,0.0007233684,0.0008066722,0.0001842952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002207063,"about_ca_system_score_gemma":0.0001925863,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00226218,"about_ca_topic_score_gemma":0.004983549,"domain_scores_codex":[0.9997626,0.00007375217,0.00002813757,0.00005056557,0.00005337713,0.0000316275],"domain_scores_gemma":[0.9963474,0.0006049596,0.002392269,0.0001410534,0.0002544235,0.0002599867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001316745,0.00005908184,0.9963681,0.0000256648,0.00003785596,0.0001329767,0.0006160475,0.00001529066,0.0003720723,0.00001975132,0.00005725797,0.002164176],"study_design_scores_gemma":[0.000001417905,0.0000661612,0.9987968,0.00001340291,0.00001503487,0.0003713373,0.0005033538,0.00003039889,0.00007838418,0.00003357888,0.00008721609,0.000002648702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992878,0.0002798141,0.00003281414,0.00003463056,0.000003358403,0.00000275677,0.00007621271,9.096516e-7,0.0002818014],"genre_scores_gemma":[0.9991879,0.0002738969,0.00009118485,0.00001742715,0.000006841994,0.000004617452,0.0001230524,9.620344e-7,0.0002940907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00226218,"threshold_uncertainty_score":0.00713563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01466928866795073,"score_gpt":0.3138307093271493,"score_spread":0.2991614206591985,"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."}}