{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002428421,0.0001402682,0.0001804048,0.0001787509,0.0001416403,0.00002769667,0.0001136798,0.0001218584,0.00003648333],"category_scores_gemma":[0.00003618524,0.0001354146,0.0001220383,0.0003286745,0.00003791858,0.0001817696,0.00002127184,0.00006842124,0.000005404518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000777461,"about_ca_system_score_gemma":0.00004387083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003227597,"about_ca_topic_score_gemma":0.000002585487,"domain_scores_codex":[0.9987895,0.00005423492,0.0004547068,0.0003187148,0.0002048724,0.0001779866],"domain_scores_gemma":[0.9993921,0.00003280403,0.0002110765,0.0001126828,0.0002176692,0.00003367201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003104589,0.004994478,0.01802626,0.002093556,0.0004485424,0.000001561783,0.1089309,0.001013104,0.0906067,0.02871552,0.00800923,0.7340556],"study_design_scores_gemma":[0.008724169,0.0008395896,0.7491496,0.005272525,0.0002194105,0.000001726103,0.1847831,0.0008078043,0.03652075,0.009716905,0.003115424,0.0008489445],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541062,0.0001645812,0.03582192,0.00009984946,0.002183869,0.0004393873,0.00002480074,0.00006169144,0.007097743],"genre_scores_gemma":[0.9978603,0.000006478187,0.0001534761,0.0002089896,0.0001331316,0.00005175237,0.0002931028,0.00001219599,0.001280589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7332066,"threshold_uncertainty_score":0.5522046,"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."}}