{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03410687,0.0004111915,0.001060216,0.002076354,0.02105401,0.02047126,0.002102334,0.0205963,0.01358639],"category_scores_gemma":[0.04304846,0.0005675731,0.0004988812,0.001599934,0.05761102,0.01673699,0.01974191,0.02129208,0.001439765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006920846,"about_ca_system_score_gemma":0.03456499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005695004,"about_ca_topic_score_gemma":0.01252948,"domain_scores_codex":[0.9738869,0.01148369,0.0009247288,0.00220476,0.006917815,0.004582127],"domain_scores_gemma":[0.8975456,0.04204248,0.004195575,0.00361928,0.0104083,0.04218876],"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":[0.00003315508,0.0001325355,0.003769035,0.0002105851,0.00002303624,0.000297372,0.03330728,0.000103577,0.0002744518,0.709337,0.2181664,0.03434564],"study_design_scores_gemma":[0.00004620317,0.00008421879,0.004148714,0.0007481496,0.00001413973,0.0006888749,0.05471704,0.0002084256,0.0001585708,0.4441432,0.4949816,0.00006080503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006269829,0.00397021,0.0009807325,0.9561443,0.003341773,0.00000943873,0.00001600256,0.00001471421,0.02925295],"genre_scores_gemma":[0.595178,0.005678066,0.001863356,0.3471253,0.01904228,0.0000913418,0.00004136919,0.00007932599,0.03090093],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03410687,"threshold_uncertainty_score":0.1803765,"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."}}