{"id":"W2011318465","doi":"10.3138/jvme.31.4.403","title":"Diversity: A Professional Imperative","year":2004,"lang":"en","type":"article","venue":"Journal of Veterinary Medical Education","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Diversity (politics); Professional development; Medical education; Psychology; Engineering ethics; Medicine; Sociology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001159829,0.0000420895,0.00009222077,0.0000645721,0.0008637607,0.00001224724,0.0002356782,0.00008603154,0.0008152712],"category_scores_gemma":[0.0008155809,0.00003606368,0.00006285842,0.0001170379,0.0001490372,0.0003732016,0.0001553329,0.0002155963,0.00001299052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002217505,"about_ca_system_score_gemma":0.003962974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004734774,"about_ca_topic_score_gemma":0.00005210815,"domain_scores_codex":[0.998633,0.0002112773,0.0001701859,0.00005937503,0.000814359,0.0001118541],"domain_scores_gemma":[0.9992325,0.00004181406,0.0001475031,0.00004209706,0.000245494,0.0002906166],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005692035,0.005451892,0.03373742,0.00009224265,0.000158579,0.0003054854,0.7920932,0.00001675246,0.000538984,0.07729246,0.03441918,0.05532462],"study_design_scores_gemma":[0.004707678,0.003495583,0.2172057,0.001055694,0.0001296893,0.0006451368,0.3236966,0.000007141567,0.0001725548,0.06313459,0.3851764,0.0005732682],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755524,0.00007901985,0.0002397659,0.01981804,0.0023475,0.00005007681,7.111424e-7,0.000005627556,0.001906876],"genre_scores_gemma":[0.9973797,0.0001077208,0.0004008413,0.001143196,0.0005990019,5.260101e-7,9.232789e-7,0.00000147309,0.000366647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4683966,"threshold_uncertainty_score":0.8926648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.193214015210018,"score_gpt":0.4307094749407988,"score_spread":0.2374954597307807,"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."}}