{"id":"W4228998561","doi":"10.1037/per0000555","title":"Using case formulation for prediction of the therapeutic alliance in treatment for borderline personality disorder.","year":2022,"lang":"en","type":"article","venue":"Personality Disorders Theory Research and Treatment","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Nomothetic and idiographic; Psychotherapist; Psychology; Agreeableness; Clinical psychology; Personality; Alliance; Therapeutic relationship; Personality disorders; Session (web analytics); Big Five personality traits; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002098952,0.000303124,0.0004277313,0.0001489918,0.001313911,0.00002573259,0.0002024898,0.000115408,0.0003240134],"category_scores_gemma":[0.00005517367,0.0002305703,0.0003014266,0.0004390378,0.0003818681,0.00008129187,0.0000666616,0.0002111407,7.004859e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005676929,"about_ca_system_score_gemma":0.0001736075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006311532,"about_ca_topic_score_gemma":0.008757971,"domain_scores_codex":[0.9963267,0.001421057,0.0004538704,0.0007362034,0.0003433482,0.0007188251],"domain_scores_gemma":[0.9979505,0.00117777,0.0001657438,0.0004847583,0.0001245383,0.0000966687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01868471,0.01731884,0.4653955,0.0003150522,0.001387551,0.00005105148,0.06239452,0.000563383,0.0004496978,0.2617999,0.0001794305,0.1714603],"study_design_scores_gemma":[0.05355923,0.02548062,0.2757979,0.00007412893,0.0006715069,0.0008987003,0.14297,0.02110922,0.00006554602,0.3776887,0.1004621,0.00122229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805009,0.006616717,0.001586261,0.00194074,0.0002213089,0.004328877,0.004223652,0.00002337537,0.0005581946],"genre_scores_gemma":[0.9940504,0.0002371722,0.0001705263,0.00007990906,0.00006115954,0.003960129,0.0002492504,0.00003901471,0.001152399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1895976,"threshold_uncertainty_score":0.9999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1935898215159164,"score_gpt":0.4434260756505937,"score_spread":0.2498362541346772,"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."}}