{"id":"W2899553592","doi":"10.1093/geroni/igy023.1392","title":"A COORDINATED ANALYSIS EXAMINING PERSONALITY CHANGE IN OLDER ADULTS: CONSISTENT RESULTS DESPITE HETEROGENEITY BETWEEN DATASETS","year":2018,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Mental Health Research Topics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Neuroticism; Dementia; Personality; Context (archaeology); Psychology; Trait; Cognitive decline; Clinical psychology; Cognition; Big Five personality traits; Medical diagnosis; Medicine; Psychiatry; Social psychology; Computer science; Internal medicine","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":[0.05715986,0.0009862239,0.002542563,0.004157549,0.001672865,0.00373225,0.001754643,0.00135382,0.001251325],"category_scores_gemma":[0.1421632,0.0008369333,0.006867445,0.006317997,0.001400394,0.001692507,0.004980617,0.00123316,0.0002760113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440114,"about_ca_system_score_gemma":0.002849893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0229368,"about_ca_topic_score_gemma":0.0259426,"domain_scores_codex":[0.9465337,0.036822,0.003861678,0.009073192,0.002566122,0.001143215],"domain_scores_gemma":[0.8379062,0.09913342,0.01618273,0.03147938,0.01265836,0.002639841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002057688,0.0001087147,0.934427,0.0009962001,0.03696897,0.0003926233,0.001218389,0.003763502,0.001365854,0.0007065047,0.004522415,0.01347208],"study_design_scores_gemma":[0.0004151417,0.0005762561,0.9718678,0.0002666753,0.01298821,0.000366798,0.0009711667,0.005875254,0.000560293,0.001338616,0.004690066,0.00008370116],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446825,0.005414133,0.0261655,0.001331972,0.0001516125,0.0005799781,0.02008948,0.0004022805,0.001182514],"genre_scores_gemma":[0.9699939,0.0004193873,0.01329731,0.0003436605,0.00005809179,0.0006957191,0.01474196,0.0001375496,0.0003125805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05715986,"threshold_uncertainty_score":0.3022938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.225349128407304,"score_gpt":0.4739962443393256,"score_spread":0.2486471159320216,"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."}}