{"id":"W4385409280","doi":"10.1080/10503307.2023.2240949","title":"Culture matters: Chinese mental health professionals’ fear of losing face in routine outcome monitoring","year":2023,"lang":"en","type":"article","venue":"Psychotherapy Research","topic":"Psychotherapy Techniques and Applications","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Gratitude; Psychology; Moderation; Perspective (graphical); Coping (psychology); Mental health; Face-to-face; Self-efficacy; Face (sociological concept); Clinical psychology; Social psychology; Psychotherapist","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":[],"consensus_categories":[],"category_scores_codex":[0.002286236,0.0002132483,0.0003670474,0.000655994,0.0002296872,0.00003446686,0.0005867566,0.0001617372,0.0007016855],"category_scores_gemma":[0.000006358306,0.0001743597,0.0001082431,0.002474987,0.0001244561,0.00008801282,0.00002782643,0.0007186653,0.0002303565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113329,"about_ca_system_score_gemma":0.00004493987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002926759,"about_ca_topic_score_gemma":0.00003025104,"domain_scores_codex":[0.9968853,0.0004736221,0.0006252928,0.0005623884,0.00064391,0.0008094831],"domain_scores_gemma":[0.9987715,0.0001360037,0.000149153,0.0007191353,0.00008466744,0.000139475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001100826,0.002561744,0.5547531,0.0001835924,0.0001698354,0.0000108579,0.07343554,0.000008998375,0.05154331,0.005069974,0.2756028,0.0355594],"study_design_scores_gemma":[0.008076908,0.001223215,0.7429667,0.001137604,0.00000305663,0.000025435,0.0161316,0.0002356076,0.001980371,0.01887384,0.2084021,0.0009435042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9047098,0.002983968,0.001096714,0.08206155,0.001047731,0.003032655,0.0001284706,0.0004574317,0.004481703],"genre_scores_gemma":[0.9650263,0.004591953,0.003239732,0.002113467,0.0005285492,0.001274862,0.00007971391,0.0001890691,0.0229564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1882136,"threshold_uncertainty_score":0.7682964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1505972707098234,"score_gpt":0.5661517707312858,"score_spread":0.4155545000214623,"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."}}