{"id":"W2568037688","doi":"10.1037/bul0000088","title":"A systematic review of personality trait change through intervention.","year":2017,"lang":"en","type":"review","venue":"Psychological Bulletin","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":1050,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"PsycINFO; Psychological intervention; Psychology; Personality; Extraversion and introversion; Trait; Clinical psychology; Big Five personality traits; Anxiety; Intervention (counseling); Personality Assessment Inventory; Meta-analysis; Personality disorders; Psychotherapist; MEDLINE; Psychiatry; Medicine; Social psychology","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":[0.006733439,0.001846274,0.008761085,0.007234544,0.0005761354,0.002306051,0.00212584,0.001592131,0.007631376],"category_scores_gemma":[0.02708484,0.0008121809,0.007564669,0.0085297,0.0006474952,0.001495214,0.001409723,0.001275746,0.0005998925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002954856,"about_ca_system_score_gemma":0.008506407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007988852,"about_ca_topic_score_gemma":0.01968227,"domain_scores_codex":[0.9960001,0.001404282,0.001384451,0.0003636506,0.0007174995,0.000130132],"domain_scores_gemma":[0.9894966,0.007113617,0.001883203,0.0002587836,0.001060846,0.0001869672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002351758,0.00001442316,0.0003114599,0.9335328,0.01304464,0.00005904911,0.00008339849,0.00007389331,0.0001129127,0.0001632807,0.002253721,0.05011533],"study_design_scores_gemma":[0.0004837041,0.000331561,0.004466771,0.8088104,0.1438266,0.0004087472,0.0002047802,0.00007197797,0.0002856942,0.0005353795,0.04053575,0.00003855791],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003367013,0.9985667,0.0001101359,0.0001322608,0.000111215,0.0001898262,0.0003157495,0.00001011214,0.0002273417],"genre_scores_gemma":[0.005712912,0.9926528,0.0004962892,0.0003387222,0.00005193759,0.0003743473,0.0002365503,0.000006117004,0.0001304598],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008761085,"threshold_uncertainty_score":0.0356102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3066625803207906,"score_gpt":0.4928570278191873,"score_spread":0.1861944474983967,"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."}}