{"id":"W4416215565","doi":"10.4324/9781003519942","title":"Clinical Implications of Personality for Mental Health Practice","year":2025,"lang":"en","type":"book","venue":"","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Biopsychosocial model; Personality; Mental health; Big Five personality traits; 16PF Questionnaire; Alternative five model of personality; Psychopathology; Personality psychology; Personality Assessment Inventory","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":[0.001418411,0.0002970961,0.0002084774,0.0003674803,0.001085654,0.002775337,0.0004930283,0.001217656,0.01127292],"category_scores_gemma":[0.004170452,0.0001859644,0.0002252588,0.000379687,0.002589007,0.001747611,0.00189577,0.003208854,0.003106837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00184045,"about_ca_system_score_gemma":0.002790537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002768896,"about_ca_topic_score_gemma":0.006337933,"domain_scores_codex":[0.9990909,0.0004464749,0.00002900026,0.00003823255,0.0003352935,0.00006012846],"domain_scores_gemma":[0.9986091,0.0007644566,0.00008347988,0.00005438971,0.0002478655,0.0002407089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000133785,0.00003123594,0.0007598558,0.0001839748,0.000004885247,0.0006651455,0.003402629,0.0002123936,0.0001579867,0.0883048,0.7154208,0.1908428],"study_design_scores_gemma":[0.00001304473,0.00002389549,0.002729514,0.001026241,0.000004054526,0.002747286,0.003639724,0.0003506858,0.00007248148,0.075896,0.9134791,0.0000178011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004906287,0.06099258,0.005797101,0.2708579,0.01481059,0.0001330354,0.0001221962,0.0002055405,0.6421747],"genre_scores_gemma":[0.1152572,0.07458904,0.02257166,0.10142,0.00654025,0.0004731909,0.0002379713,0.0001817533,0.6787288],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01127292,"threshold_uncertainty_score":0.03771174,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1032574893384599,"score_gpt":0.5090900492908221,"score_spread":0.4058325599523622,"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."}}