{"id":"W4410133328","doi":"10.1002/cpp.70080","title":"Dropout in Psychotherapy for Personality Disorders: A Systematic Review of Predictors","year":2025,"lang":"en","type":"review","venue":"Clinical Psychology & Psychotherapy","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; PsycINFO; Clinical psychology; Borderline personality disorder; Personality disorders; Mental health; Psychotherapist; Dropout (neural networks); Personality; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.008454079,0.001895555,0.01390279,0.001233301,0.0001304422,0.00003048727,0.002827399,0.003465456,0.002571049],"category_scores_gemma":[0.0004718415,0.001606016,0.006395289,0.002208447,0.001411013,0.0001021366,0.00002567773,0.002271447,0.0002077563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009281183,"about_ca_system_score_gemma":0.0006332775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004581458,"about_ca_topic_score_gemma":0.000228383,"domain_scores_codex":[0.9779952,0.007076041,0.00919672,0.003611729,0.0005467907,0.001573568],"domain_scores_gemma":[0.9852634,0.006171483,0.004003633,0.003924931,0.0002680746,0.0003684418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007475041,0.004346951,0.0006206682,0.6941677,0.002307342,0.00001014348,0.0003462374,1.088166e-8,6.479652e-8,0.004347458,0.04210863,0.2509973],"study_design_scores_gemma":[0.00441083,0.001071304,0.0001682524,0.4142695,0.001810029,0.0000293083,0.0000445835,5.343901e-7,4.658577e-9,0.01019318,0.5670757,0.0009267227],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001020167,0.9598668,0.003731236,0.00195806,0.008712896,0.01470593,0.001003451,0.0001745347,0.009836957],"genre_scores_gemma":[0.00000243669,0.9708094,0.0004991337,0.0159495,0.0005584307,0.008193728,0.0003872038,0.0002901647,0.003310004],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5249671,"threshold_uncertainty_score":0.9993789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1373443144321893,"score_gpt":0.5426937682856484,"score_spread":0.4053494538534591,"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."}}