{"id":"W4405559578","doi":"10.1186/s12888-024-06370-2","title":"Emotional processing as mechanism of change in brief good psychiatric management for borderline personality disorder: results of a randomized controlled trial","year":2024,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Université de Lausanne; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Borderline personality disorder; Context (archaeology); Randomized controlled trial; Psychiatry; Psychology; Clinical psychology; Intervention (counseling); Exposure therapy; Medicine; Anxiety","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003966275,0.0004190312,0.002038162,0.0007088109,0.0000848265,0.00003291775,0.0003550951,0.000356582,0.0003659238],"category_scores_gemma":[0.0001438933,0.0003583471,0.00121583,0.0007780301,0.0002005666,0.0001146016,0.00004192991,0.0002979767,0.00001468255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003081657,"about_ca_system_score_gemma":0.000268836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007820941,"about_ca_topic_score_gemma":0.0009969268,"domain_scores_codex":[0.995066,0.000816909,0.002173624,0.0009335037,0.0004771549,0.0005327719],"domain_scores_gemma":[0.9981189,0.0004479599,0.0007426533,0.0004673877,0.0001334454,0.00008967688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.6403158,0.002102906,0.001025179,0.001175459,0.0003858664,0.000001656173,0.001689732,0.000002757007,0.000002309132,0.3499884,0.0007386229,0.002571317],"study_design_scores_gemma":[0.934805,0.0008808739,0.002606602,0.0003463274,0.0005724166,0.00001735758,0.0012576,0.001822055,4.28523e-7,0.05511563,0.002217067,0.0003586766],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6845921,0.08309703,0.04240847,0.01285353,0.02509584,0.04176648,0.00174582,0.0003894354,0.1080513],"genre_scores_gemma":[0.9797857,0.000332503,0.01032142,0.0005698904,0.001092291,0.005312743,0.0002409312,0.00008637258,0.002258144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2951936,"threshold_uncertainty_score":0.9998869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03051252490154337,"score_gpt":0.3426401707887084,"score_spread":0.312127645887165,"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."}}