{"id":"W7118081268","doi":"10.1093/ije/dyaf219","title":"Exclusive research is bad science: the epidemiologic argument for diversity, equity, and inclusion in research","year":2025,"lang":"en","type":"article","venue":"International Journal of Epidemiology","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Community Based Research Centre; University of Calgary","funders":"","keywords":"Argument (complex analysis); Inclusion (mineral); MEDLINE; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.263145,0.001281859,0.002130845,0.01184032,0.0163759,0.01836887,0.005498959,0.01680717,0.00544858],"category_scores_gemma":[0.2643997,0.001740335,0.001677285,0.008781129,0.159662,0.042304,0.03014255,0.02227518,0.0007897351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01126086,"about_ca_system_score_gemma":0.01580986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00278187,"about_ca_topic_score_gemma":0.002355439,"domain_scores_codex":[0.6898044,0.2562982,0.009157965,0.01088469,0.02963295,0.004221787],"domain_scores_gemma":[0.4676883,0.4667161,0.02328896,0.024466,0.01265786,0.005182742],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005061284,0.00004133552,0.001694267,0.0003351257,0.0000344506,0.0001625683,0.01311691,0.0001023956,0.00003894365,0.9701856,0.004340897,0.009896887],"study_design_scores_gemma":[0.00005369091,0.00004859408,0.0008337001,0.001694589,0.00004119382,0.0004885677,0.005485539,0.0002989753,0.0001469924,0.9432797,0.04759772,0.00003077241],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01408318,0.03667515,0.07560622,0.7965716,0.004060674,0.0003979738,0.000210533,0.00006172656,0.07233299],"genre_scores_gemma":[0.6977752,0.03432252,0.07403903,0.1688802,0.01756213,0.002445169,0.00019914,0.000149799,0.004626792],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9945011,"threshold_uncertainty_score":0.9086733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6605361040369694,"score_gpt":0.6671624570430562,"score_spread":0.006626353006086827,"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."}}