{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0009537784,0.00003756155,0.00008202207,0.00007625177,0.003273737,0.00001946979,0.0008018105,0.00005493935,0.00006994092],"category_scores_gemma":[0.0002642144,0.00003844214,0.00001029666,0.0003841494,0.001773553,0.0002530681,0.06568151,0.0001250303,0.00001781714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006856079,"about_ca_system_score_gemma":0.00007593342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002980642,"about_ca_topic_score_gemma":0.0003594644,"domain_scores_codex":[0.9990745,0.00006249084,0.00005477958,0.0001503407,0.000431528,0.0002264156],"domain_scores_gemma":[0.9997989,0.00002566077,0.00001924183,0.00004935763,0.00003363131,0.00007322872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001190289,0.00006450302,0.07822853,0.00001359172,0.00001235272,0.0001036487,0.5958045,0.000002271458,0.02404248,0.1359536,0.000639566,0.165016],"study_design_scores_gemma":[0.006954172,0.002543372,0.4240559,0.0001270271,0.00008340032,0.00001029896,0.2435337,0.0002988317,0.00429346,0.2038489,0.1131078,0.001143091],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484226,0.0004239198,0.00001396954,0.01436167,0.0002038793,0.00006170039,8.219557e-7,0.00002864812,0.03648284],"genre_scores_gemma":[0.9968179,0.0002816992,0.00002794748,0.002755343,0.0000439687,2.926768e-7,4.15455e-7,9.953262e-7,0.00007138541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3522708,"threshold_uncertainty_score":0.9980239,"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."}}