{"id":"W4413486284","doi":"10.64628/aam.smxt7tnnk","title":"DEI needs to fix systems, not people","year":2025,"lang":"en","type":"article","venue":"","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Business; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04275598,0.001008394,0.001493634,0.003327975,0.003623374,0.015958,0.002762546,0.007417394,0.04431185],"category_scores_gemma":[0.1343782,0.000605533,0.001004264,0.003396976,0.006952962,0.0239756,0.007747288,0.01070968,0.01601259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008239628,"about_ca_system_score_gemma":0.01252129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01069891,"about_ca_topic_score_gemma":0.007703775,"domain_scores_codex":[0.9752017,0.01115507,0.001332038,0.00249872,0.006475964,0.003336514],"domain_scores_gemma":[0.9218411,0.0216358,0.006687621,0.01946924,0.01900671,0.01135963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001443227,0.0002212262,0.009767215,0.0004307101,0.0001399755,0.0001012618,0.001331317,0.0009847392,0.000530014,0.5610932,0.263774,0.1614819],"study_design_scores_gemma":[0.00005581979,0.0001079455,0.004950942,0.0009010942,0.00007404236,0.0002690155,0.001946869,0.0008762048,0.0008635696,0.2564715,0.7333947,0.00008842057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00929099,0.007520867,0.03742057,0.6402362,0.01320283,0.0001731066,0.001043996,0.001182065,0.2899294],"genre_scores_gemma":[0.4140445,0.01181056,0.05884847,0.2761261,0.01160874,0.0009021776,0.002894597,0.001939551,0.2218254],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04431185,"threshold_uncertainty_score":0.2261179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3000913138575841,"score_gpt":0.4357982350945151,"score_spread":0.135706921236931,"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."}}