{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005052245,0.0002775619,0.0003129549,0.002708039,0.009636209,0.003176164,0.001197412,0.0005262197,0.005474387],"category_scores_gemma":[0.00960653,0.0001878682,0.0002908072,0.005667489,0.003109458,0.001093158,0.004699037,0.0009460177,0.0001697966],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03111323,"about_ca_system_score_gemma":0.07610101,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9715714,"about_ca_topic_score_gemma":0.9815032,"domain_scores_codex":[0.9945838,0.0004798394,0.0001588985,0.000358757,0.002788333,0.001630333],"domain_scores_gemma":[0.9929212,0.0008905492,0.0009206838,0.0001841027,0.003323827,0.001759775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001140008,0.00009860849,0.6008624,0.001136086,0.00004724005,0.0003800201,0.2595901,0.00009911884,0.0009413942,0.00672389,0.01051207,0.1194951],"study_design_scores_gemma":[0.000004534917,0.00003097269,0.7942578,0.0005067602,0.0000228181,0.00008096419,0.1813648,0.00006506313,0.0002199895,0.0004322109,0.02298728,0.00002674528],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253709,0.006142629,0.0002847516,0.01137322,0.0001246987,0.00006571355,0.001056053,0.00001316577,0.05556886],"genre_scores_gemma":[0.9953979,0.001855671,0.0001519703,0.000529167,0.00002424696,0.00001911045,0.0001837397,0.000003851497,0.001834464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9688868,"threshold_uncertainty_score":0.2257434,"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."}}