{"id":"W4414196409","doi":"10.1521/jsyt.2024.43.4.39","title":"Transforming Family Dynamics: A Qualitative Multicase Study of Socioculturally Attuned Family Therapy for Excessive Technology Use in Diverse Family Systems","year":2024,"lang":"en","type":"article","venue":"Journal of Systemic Therapies","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Journaling file system; Family therapy; Family systems; Psychological intervention; Systemic therapy; Qualitative research; Cultural diversity; Family systems theory","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001440863,0.0003341168,0.0009134739,0.0009567781,0.0001283102,0.00009383462,0.0003892377,0.000374136,0.000003994257],"category_scores_gemma":[0.000044097,0.0002376435,0.0003035425,0.0005779226,0.0001856532,0.0005768255,0.00002166157,0.0005770724,0.000005273379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003484788,"about_ca_system_score_gemma":0.0001257731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003415154,"about_ca_topic_score_gemma":0.00007366561,"domain_scores_codex":[0.9966475,0.0006592316,0.00163541,0.0003246145,0.0003824545,0.0003508361],"domain_scores_gemma":[0.997113,0.001242886,0.000835757,0.000246387,0.0005011527,0.00006083423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001688653,0.001012127,0.02993418,0.0004973967,0.003701674,0.00032404,0.9142178,0.0007583909,0.02959554,0.01384763,0.0001136908,0.004308939],"study_design_scores_gemma":[0.005176133,0.001646402,0.005272504,0.001436118,0.0001669337,0.0001410243,0.9841334,0.001272845,0.000005335655,0.0003945641,0.00008404654,0.0002707589],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588904,0.02747734,0.009399679,0.0001587303,0.00181944,0.002046986,0.0001090607,0.00006057781,0.00003775232],"genre_scores_gemma":[0.9980611,0.0008870196,0.0002846534,0.00002183663,0.000116474,0.0001527043,0.000008032214,0.00005266981,0.0004155614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06991559,"threshold_uncertainty_score":0.9690821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07783263018548228,"score_gpt":0.4303504764753474,"score_spread":0.352517846289865,"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."}}