{"id":"W2155487923","doi":"10.1521/pedi.2007.21.2.199","title":"A Framework for Integrating Dimensional and Categorical Classifications of Personality Disorder","year":2007,"lang":"en","type":"review","venue":"Journal of Personality Disorders","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":224,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Categorical variable; Psychology; Medical diagnosis; Personality; Personality disorders; Trait; Perspective (graphical); Cognitive psychology; Set (abstract data type); Psychological intervention; Clinical psychology; Artificial intelligence; Machine learning; Social psychology; Psychiatry; Computer science; 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":[0.01820816,0.002078831,0.003357151,0.01354055,0.001304527,0.004799985,0.005066897,0.002864696,0.002482931],"category_scores_gemma":[0.01390654,0.0008163701,0.002543003,0.009609448,0.006820953,0.006560506,0.002915776,0.006460257,0.001451224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00805885,"about_ca_system_score_gemma":0.009569079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006950888,"about_ca_topic_score_gemma":0.007799875,"domain_scores_codex":[0.9918242,0.004158265,0.001071934,0.000721588,0.002029522,0.0001945033],"domain_scores_gemma":[0.9936182,0.003687174,0.0006520058,0.0003088102,0.001519488,0.0002143192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004222532,0.00005344678,0.001245723,0.009164706,0.000243624,0.000257904,0.001106426,0.001280359,0.0003163135,0.3511081,0.02803343,0.6071478],"study_design_scores_gemma":[0.00005055972,0.0001820149,0.0052068,0.01522532,0.0002435499,0.00275413,0.001463205,0.002297997,0.0002200731,0.366779,0.6054302,0.0001471813],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006857584,0.8700783,0.09872878,0.01226156,0.003369102,0.0006316848,0.0002657378,0.0002089511,0.01377016],"genre_scores_gemma":[0.02219755,0.7325965,0.2282245,0.006790916,0.002795035,0.002609267,0.0007985713,0.00006612085,0.003921459],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01820816,"threshold_uncertainty_score":0.09629512,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222100615802429,"score_gpt":0.4501676068777669,"score_spread":0.327957545297524,"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."}}