{"id":"W4213389864","doi":"10.7759/cureus.22518","title":"Gender and Racial Profile of the Academic Pediatric Faculty Workforce in the United States","year":2022,"lang":"en","type":"article","venue":"Cureus","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Workforce; Medicine; Ethnic group; Underrepresented Minority; Diversity (politics); Asian americans; Family medicine; Inclusion (mineral); White (mutation); Equity (law); Academic medicine; African american; Gender equity; Health equity; Medical education; Gerontology; Gender studies; Nursing; Public health; Political science","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0009370204,0.0001074143,0.0001120667,0.001068846,0.0007493536,0.0005166508,0.0002907629,0.0002145454,0.003742562],"category_scores_gemma":[0.003301749,0.00007921725,0.0001307759,0.001056178,0.0003235493,0.000564812,0.0007233725,0.0002369287,0.0004910355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007714377,"about_ca_system_score_gemma":0.001662593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01275532,"about_ca_topic_score_gemma":0.02573541,"domain_scores_codex":[0.9993406,0.0001340294,0.00004319749,0.00008227299,0.0001969135,0.0002028707],"domain_scores_gemma":[0.9980695,0.0001869999,0.0006561889,0.00003016981,0.0003307458,0.0007264485],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002593956,0.00002986624,0.9792159,0.00002212539,0.00000617429,0.0001061065,0.00165333,0.00003754682,0.0002878094,0.0002580463,0.002385525,0.01597146],"study_design_scores_gemma":[0.000002096097,0.00004713241,0.9867501,0.00006506512,0.000004632544,0.000395703,0.007626903,0.0001078996,0.0001232987,0.0001460936,0.004726416,0.000004801059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906709,0.001367491,0.0001675012,0.002083371,0.00007039286,0.00001125798,0.000771736,0.00001184052,0.004845582],"genre_scores_gemma":[0.9970921,0.001006309,0.0001587067,0.0006324259,0.00006190093,0.00001649322,0.0003112056,0.000005603341,0.0007152478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.999063,"threshold_uncertainty_score":0.02536219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08246263693790407,"score_gpt":0.3382510955876562,"score_spread":0.2557884586497521,"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."}}