{"id":"W4387157287","doi":"10.1513/annalsats.202306-583st","title":"Diversity, Equity, and Inclusion in the Pediatric Pulmonary Workforce: An Official American Thoracic Society Workshop Report","year":2023,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences","keywords":"Workforce; Mentorship; Medicine; Diversity (politics); Subspecialty; Inclusion (mineral); Equity (law); Medical education; Underrepresented Minority; Family medicine; Political science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.03618503,0.0009889478,0.0004597645,0.0013042,0.006255151,0.006938261,0.002820362,0.005869825,0.005611135],"category_scores_gemma":[0.01596765,0.0006944818,0.0008641878,0.001389754,0.00193853,0.005209425,0.01029234,0.009770257,0.001917177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003873748,"about_ca_system_score_gemma":0.04116382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01117193,"about_ca_topic_score_gemma":0.02807096,"domain_scores_codex":[0.9876916,0.003542328,0.0009608792,0.0006459226,0.004058409,0.003100774],"domain_scores_gemma":[0.9609753,0.004793656,0.001232365,0.0007826028,0.01214462,0.02007142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005527038,0.0008617286,0.0111661,0.0006739665,0.00002899253,0.0006276842,0.0116142,0.0002770599,0.001114724,0.002957424,0.8909779,0.07964508],"study_design_scores_gemma":[0.00003882758,0.0003724058,0.02607201,0.001952707,0.00003389768,0.0004076337,0.04129233,0.0005405847,0.0009990518,0.002477566,0.9257118,0.000101129],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03201486,0.01041673,0.003150995,0.8656988,0.05559154,0.0007877087,0.0009878248,0.000245913,0.03110569],"genre_scores_gemma":[0.489942,0.09164238,0.02684015,0.1767961,0.04867439,0.006092938,0.007950677,0.000851272,0.1512101],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03618503,"threshold_uncertainty_score":0.1913671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1816162300230685,"score_gpt":0.4584782976123672,"score_spread":0.2768620675892988,"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."}}