{"id":"W4398162473","doi":"10.2139/ssrn.4835797","title":"DEI Undermines the Integrity of Science Funding","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Scientific integrity; Political science; Law and economics; Economics; Engineering ethics; Engineering","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":[0.007399134,0.0000859903,0.0001562455,0.0003669643,0.0003004752,0.00005625094,0.0003798418,0.0000333876,0.00004858742],"category_scores_gemma":[0.0006882719,0.00004295756,0.00008754012,0.001336956,0.001320559,0.0001910264,0.00005383541,0.002269254,0.00001451591],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007360655,"about_ca_system_score_gemma":0.0111092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008922905,"about_ca_topic_score_gemma":0.0001538416,"domain_scores_codex":[0.9970162,0.00003478452,0.0002155769,0.0001850023,0.00091934,0.001629099],"domain_scores_gemma":[0.9992521,0.000140531,0.00004365527,0.0001865147,0.000209879,0.0001673122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001533767,0.0001125228,0.01347961,0.0001591068,0.000199742,0.00009310633,0.002441705,0.000004168521,0.1222523,0.608246,0.0008815263,0.2519768],"study_design_scores_gemma":[0.004232371,0.007007443,0.04858829,0.003158256,0.00072698,0.04400346,0.1008478,0.01030435,0.04966422,0.6969846,0.03377995,0.0007022749],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963795,0.01539774,0.003556978,0.01031894,0.0007289224,0.0001655705,5.733974e-7,0.00003267808,0.006003617],"genre_scores_gemma":[0.9917485,0.004166737,0.00004286928,0.0001380201,0.0004837932,0.000001810388,2.878693e-7,0.000008243259,0.003409724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2512746,"threshold_uncertainty_score":0.9944969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04477596037909481,"score_gpt":0.3830047538021496,"score_spread":0.3382287934230548,"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."}}