{"id":"W4410777206","doi":"10.1002/jdd.13708","title":"Inaugural findings on diversity, equity, and inclusion in Canadian Dental Academia","year":2025,"lang":"en","type":"article","venue":"Journal of Dental Education","topic":"Medical Education and Admissions","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Likert scale; Dental hygiene; Inclusion (mineral); Psychology; Scale (ratio); Feeling; Equity (law); Diversity (politics); Medical education; Family medicine; Medicine; Dentistry; Social psychology; Sociology; Geography; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000439159,0.00006563205,0.0001355534,0.0006442432,0.0003306479,0.00001903086,0.000145984,0.0001324639,0.0004996744],"category_scores_gemma":[0.0009626162,0.00005580058,0.00003993538,0.000257058,0.00003739893,0.0001137385,0.001942274,0.0005588757,0.000008264019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008485246,"about_ca_system_score_gemma":0.003368073,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01037215,"about_ca_topic_score_gemma":0.006626802,"domain_scores_codex":[0.9991286,0.00002644779,0.0002424262,0.00008236589,0.0003799132,0.0001402791],"domain_scores_gemma":[0.9989496,0.0000379224,0.00007431638,0.00005209814,0.0000591433,0.000826847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000202484,0.0008580214,0.7944444,0.0001108973,0.00002808704,0.00003104889,0.005085853,0.000001020659,0.003094742,0.002164399,0.08838122,0.1055978],"study_design_scores_gemma":[0.001579291,0.0002299409,0.9664048,0.001431767,0.00007002069,0.0003115174,0.006193199,0.00003235566,0.00114586,0.003268052,0.01923733,0.00009588912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543098,0.0002443662,0.000001175345,0.03148588,0.001109123,0.000104121,0.000001233527,0.000002461482,0.01274181],"genre_scores_gemma":[0.9843644,0.00009303191,0.00007234579,0.01299531,0.0001286519,9.500407e-7,0.000006868354,0.000003190428,0.002335262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1719604,"threshold_uncertainty_score":0.9962178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01947179605366641,"score_gpt":0.3910721195536935,"score_spread":0.3716003235000271,"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."}}