{"id":"W4288072650","doi":"10.1097/sla.0000000000005290","title":"And Miles to Go Before We Sleep: EAST Diversity and Inclusivity Progress and Remaining Challenges","year":2021,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Demography; Institutional review board; Demographics; Respondent; Inclusion (mineral); Ethnic group; Diversity (politics); East Asia; Family medicine; Social psychology; Psychology; Geography; Law; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.005915388,0.0002731716,0.0003307005,0.001074468,0.006343218,0.005471685,0.001328067,0.0009856777,0.01046966],"category_scores_gemma":[0.01145105,0.0002979161,0.0003586489,0.001111536,0.00484773,0.009204712,0.009876236,0.003270891,0.001658561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002473211,"about_ca_system_score_gemma":0.008009368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01360565,"about_ca_topic_score_gemma":0.02700599,"domain_scores_codex":[0.9959416,0.001514686,0.0001928929,0.0002914171,0.0005557909,0.001503572],"domain_scores_gemma":[0.9889464,0.001034482,0.001758358,0.0004209971,0.001210794,0.006629054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001960741,0.0002902659,0.4099627,0.0005765817,0.0001022046,0.001775756,0.2105632,0.0002937937,0.0009016074,0.02113054,0.0819036,0.2723036],"study_design_scores_gemma":[0.000009225636,0.0001822337,0.1738216,0.001047792,0.00002564784,0.001093974,0.7178732,0.0002450346,0.0003416726,0.006672496,0.09861582,0.00007126969],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.833114,0.006128198,0.001077094,0.125606,0.001529765,0.00004242269,0.0002951201,0.00006915272,0.03213819],"genre_scores_gemma":[0.9805643,0.003818224,0.0007511384,0.005713368,0.0002797963,0.00003301147,0.0002032627,0.00005614819,0.008580765],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01360565,"threshold_uncertainty_score":0.03502446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2946915370015625,"score_gpt":0.3519980653032265,"score_spread":0.05730652830166405,"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."}}