{"id":"W4416186468","doi":"10.1111/famp.70085","title":"A Single‐Session Virtual Validation Intervention for Family Members of Youth Experiencing Emotion Dysregulation","year":2025,"lang":"en","type":"article","venue":"Family Process","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Sashbear Foundation; Toronto Metropolitan University","funders":"","keywords":"Psychological intervention; Intervention (counseling); Perception; Family therapy; Family member; Expressed emotion","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001561995,0.0003747015,0.0003490998,0.0002665457,0.0008851384,0.0002904437,0.0007354117,0.0003994303,0.003565708],"category_scores_gemma":[0.004137314,0.0002042984,0.0003974157,0.0001234254,0.0004318503,0.0004589501,0.001217628,0.0005168427,0.0001997918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004968951,"about_ca_system_score_gemma":0.001239274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001349346,"about_ca_topic_score_gemma":0.00511996,"domain_scores_codex":[0.9992679,0.0004432352,0.00002475726,0.00008049866,0.00007231512,0.0001113088],"domain_scores_gemma":[0.9980354,0.0008467275,0.0003286577,0.0001880799,0.00008035208,0.000520937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.003681062,0.0348555,0.1065652,0.0008562967,0.0002048017,0.001039751,0.02110023,0.002089855,0.01552061,0.0005342257,0.004669625,0.8088829],"study_design_scores_gemma":[0.00317952,0.06765285,0.8438041,0.001005974,0.0003670165,0.00270398,0.03431513,0.008610971,0.01937384,0.002184876,0.01657662,0.0002251286],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981632,0.0000467016,0.000796532,0.0000549487,0.00001132173,0.0001186506,0.00001683674,0.00004385967,0.0007479262],"genre_scores_gemma":[0.9952389,0.0001010379,0.003675374,0.00003140684,0.000007576191,0.0003678587,0.00003023179,0.000005011923,0.0005425557],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003565708,"threshold_uncertainty_score":0.01192844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055015686465805,"score_gpt":0.3277141923246427,"score_spread":0.2871640354599846,"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."}}