{"id":"W4388647459","doi":"10.2139/ssrn.4621571","title":"“We are Not Invited”: Australian Focus Group Results on Why Ethnic Diversity is Underrepresented in Trials and How to Boost Participation","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Qualitative Research Methods and Ethics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Élisabeth Bruyère Hospital; Bruyère; University of Toronto","funders":"","keywords":"Ethnic group; Diversity (politics); Focus group; Focus (optics); Underrepresented Minority; Political science; Group (periodic table); Sociology; Medicine; Physics; Medical education; Anthropology","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.07810867,0.0002856728,0.0007463533,0.0006296934,0.0009625311,0.0003562346,0.000610295,0.000614278,0.00001532248],"category_scores_gemma":[0.02405947,0.000264241,0.0002432959,0.0007988307,0.00035541,0.0002151345,0.0007827044,0.006891185,0.0000155317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002435473,"about_ca_system_score_gemma":0.001435232,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01394978,"about_ca_topic_score_gemma":0.2238097,"domain_scores_codex":[0.980125,0.01427746,0.0006556126,0.0007181915,0.001578058,0.002645721],"domain_scores_gemma":[0.9938512,0.004400956,0.0007071375,0.0003137403,0.0002861412,0.0004408218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.008227273,0.0008726973,0.009920288,0.0003833035,0.002136963,0.0001807435,0.4980609,0.000822199,0.0004370239,0.2096265,0.04976187,0.2195704],"study_design_scores_gemma":[0.001647457,0.0005958425,0.01183317,0.0006711522,0.00007918422,0.00000179899,0.08948505,0.00005243352,0.0000930735,0.890505,0.004571894,0.0004640203],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1470115,0.0008635292,0.006612222,0.8430704,0.0006028427,0.001324665,0.0002063714,0.00007278126,0.0002355864],"genre_scores_gemma":[0.9624757,0.0325262,0.0003007284,0.000856322,0.0006849794,0.00004356034,0.0000216832,0.000036493,0.003054319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8422142,"threshold_uncertainty_score":0.999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5681837442067222,"score_gpt":0.5531687208640134,"score_spread":0.01501502334270888,"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."}}