{"id":"W3087575821","doi":"10.1089/vim.2020.0249","title":"Equity, Diversity, and Inclusion in Science","year":2020,"lang":"en","type":"article","venue":"Viral Immunology","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Equity (law); Inclusion (mineral); Diversity (politics); Library science; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Medicine; Sociology; Anthropology; Law; Infectious disease (medical specialty); Internal medicine; Virology; Computer science; Disease","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":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.0182884,0.0002672488,0.0006079852,0.003368378,0.01096871,0.008825191,0.001079921,0.002927709,0.006981172],"category_scores_gemma":[0.0364265,0.0001820732,0.0003273389,0.002404868,0.02771687,0.00579244,0.01844358,0.004135627,0.0002803104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004650844,"about_ca_system_score_gemma":0.0120948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00636875,"about_ca_topic_score_gemma":0.008252469,"domain_scores_codex":[0.9848366,0.007666934,0.0003966573,0.0006471938,0.00262481,0.003827686],"domain_scores_gemma":[0.9573464,0.0186077,0.003646896,0.001567552,0.002676274,0.01615525],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001593158,0.0005227889,0.09495056,0.0001644876,0.00008902948,0.0002780459,0.03655995,0.0005297763,0.0002881695,0.7744413,0.01039934,0.08161724],"study_design_scores_gemma":[0.00006565981,0.0001551075,0.06303366,0.0003813649,0.00003417478,0.0002262149,0.03412206,0.0004855426,0.0004160582,0.8620151,0.03902168,0.00004341988],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.5730864,0.006269141,0.003094463,0.1432669,0.0008589309,0.00005719828,0.0001226907,0.00002948314,0.2732148],"genre_scores_gemma":[0.9967664,0.000348123,0.0001456275,0.001181943,0.0002498864,0.00001302072,0.00001020561,0.000004023113,0.00128076],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9989201,"threshold_uncertainty_score":0.09671938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05295175882123333,"score_gpt":0.3235234973204442,"score_spread":0.2705717384992109,"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."}}