{"id":"W4206477340","doi":"10.1177/13634615211068605","title":"Strategic universality in the making of global guidelines for mental health","year":2022,"lang":"en","type":"article","venue":"Transcultural Psychiatry","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; British Academy; Göteborgs Universitet; McGill University; Helsingin Yliopisto","keywords":"Mental health; Universality (dynamical systems); Global mental health; Psychology; Psychiatry; Public relations; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.2506434,0.0008475121,0.001343329,0.005145075,0.01262225,0.01513744,0.004264647,0.007336274,0.001629006],"category_scores_gemma":[0.237218,0.001504962,0.0008859953,0.003292895,0.07027999,0.02017083,0.03129504,0.01215328,0.0002696472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01502165,"about_ca_system_score_gemma":0.03751851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005822846,"about_ca_topic_score_gemma":0.009034024,"domain_scores_codex":[0.6652464,0.2858047,0.01320752,0.008518999,0.01691077,0.01031156],"domain_scores_gemma":[0.682606,0.2660483,0.01186219,0.01736809,0.01563265,0.006482767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002848645,0.0000517951,0.003427083,0.0005889422,0.00003908681,0.0007693935,0.7268085,0.000572117,0.0006657936,0.2185729,0.002542468,0.04593331],"study_design_scores_gemma":[0.0000435818,0.0001361157,0.003469032,0.00257246,0.0000426494,0.0005118133,0.5664523,0.001179498,0.0009941882,0.3136325,0.1108186,0.0001472629],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4019446,0.01001494,0.2179607,0.2402705,0.002037891,0.001927101,0.0001187591,0.0004496974,0.1252759],"genre_scores_gemma":[0.9583905,0.000816022,0.03519239,0.004044904,0.00009075137,0.0003167849,0.0000446416,0.00007994693,0.001024103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9873778,"threshold_uncertainty_score":0.9240901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5604475353539031,"score_gpt":0.5078716914870907,"score_spread":0.05257584386681247,"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."}}