{"id":"W4403214393","doi":"10.1038/s44184-024-00092-9","title":"28-country global study on associations between cultural characteristics and Recovery College fidelity","year":2024,"lang":"en","type":"article","venue":"npj Mental Health Research","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences; University of Toronto; Canadian Mental Health Association; University of Alberta","funders":"National Institute for Health and Care Research; NIHR Nottingham Biomedical Research Centre; World Health Organization","keywords":"Fidelity; Psychological intervention; Mental health; Individualism; Uncertainty avoidance; Psychology; Hofstede's cultural dimensions theory; Collectivism; Social psychology; Political science; Computer science; Psychiatry","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":[0.002693979,0.0001965851,0.000364215,0.0001516081,0.001223728,0.0001843639,0.0001973875,0.0001362304,0.0003393189],"category_scores_gemma":[0.00005157907,0.0001691531,0.00004638439,0.0007198561,0.0001063082,0.0001933628,0.0001480658,0.0006665108,0.0006288487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002291515,"about_ca_system_score_gemma":0.0002054717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003811188,"about_ca_topic_score_gemma":0.0005824471,"domain_scores_codex":[0.9959309,0.001018704,0.0005829396,0.0006324277,0.0008955905,0.0009394253],"domain_scores_gemma":[0.9986039,0.0005360954,0.00008234035,0.0002765356,0.00008308722,0.0004179816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000676901,0.002664524,0.6126267,0.0005116161,0.000376155,0.0001640662,0.006556675,4.228255e-8,0.000005282892,0.00806423,0.1990086,0.1693452],"study_design_scores_gemma":[0.0009950524,0.002034818,0.9804636,0.0001515942,0.00001244981,0.000006804768,0.005467923,0.00001087233,0.000002790214,0.000494784,0.01022189,0.0001374566],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9716269,0.00122573,0.000001108017,0.006297071,0.001292865,0.002472761,0.007893273,0.00009825618,0.009092022],"genre_scores_gemma":[0.9948736,0.0001903426,0.00001936867,0.000468058,0.0004897864,0.0001927012,0.0008549356,0.00002125865,0.002889905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3678368,"threshold_uncertainty_score":0.9412053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2512642645865018,"score_gpt":0.5686605818195152,"score_spread":0.3173963172330134,"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."}}