{"id":"W4409553309","doi":"10.1080/00207284.2025.2456006","title":"Predicting Change in Emotional Distress from Language Characteristics of Group Psychodynamic Therapy for Perfectionism: An Empirical Case Study","year":2025,"lang":"en","type":"article","venue":"International Journal of Group Psychotherapy","topic":"Personality Disorders and Psychopathology","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; American Group Psychotherapy Association; Society for Psychotherapy Research","keywords":"Psychology; Distress; Perfectionism (psychology); Group psychotherapy; Context (archaeology); Psychodynamics; Psychotherapist; Psychodynamic psychotherapy; Feeling; Interpersonal communication; Clinical psychology; Psychological intervention; Social psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004969455,0.0004425792,0.0005304656,0.001135316,0.001787613,0.00103045,0.0006498242,0.0007519865,0.0007084038],"category_scores_gemma":[0.01900121,0.0003384884,0.0004655895,0.001094687,0.001686385,0.000789178,0.001302355,0.0009695357,0.0001141552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001805063,"about_ca_system_score_gemma":0.0009625693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002866996,"about_ca_topic_score_gemma":0.005133741,"domain_scores_codex":[0.9961016,0.002483767,0.0002862471,0.0002743037,0.0005716663,0.0002824297],"domain_scores_gemma":[0.986994,0.009306526,0.001759075,0.0007081925,0.0007861016,0.0004460895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006857052,0.008683214,0.6548218,0.0006207451,0.000121131,0.01592142,0.2256241,0.001085972,0.004150496,0.001465134,0.0006052176,0.08621507],"study_design_scores_gemma":[0.0001879571,0.005346692,0.8086433,0.0003604578,0.0002281041,0.02486301,0.1416475,0.007275138,0.006291536,0.001962772,0.003036442,0.0001570864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991159,0.00005906414,0.0004091852,0.00004647995,0.000001620891,0.00007102014,0.00001072888,0.000002238074,0.000283658],"genre_scores_gemma":[0.9980817,0.0001301584,0.001466818,0.00002034338,0.000002794649,0.00008481027,0.00001823012,0.000002625958,0.0001926577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004969455,"threshold_uncertainty_score":0.02628124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04049440073606152,"score_gpt":0.425902484010605,"score_spread":0.3854080832745435,"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."}}