{"id":"W4408739727","doi":"10.1002/prp2.70085","title":"Roadmap and Reflections on Expanding Equity, Diversity, Inclusion, Indigeneity, and Accessibility in Pharmacology Curricula","year":2025,"lang":"en","type":"article","venue":"Pharmacology Research & Perspectives","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Curriculum; Inclusion (mineral); Medical education; Equity (law); Diversity (politics); Curriculum development; Psychology; Pedagogy; Medicine; Sociology; Political science","routes":{"ca_aff":true,"ca_fund":true,"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":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.007329755,0.0002026,0.0004685106,0.001735396,0.002056292,0.00004137159,0.0003104338,0.0002393351,0.000444401],"category_scores_gemma":[0.008047123,0.0001745285,0.00004919531,0.001249941,0.001610695,0.0002177378,0.008541482,0.002297117,0.00001087198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001497006,"about_ca_system_score_gemma":0.0026649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005781533,"about_ca_topic_score_gemma":0.0002070793,"domain_scores_codex":[0.9949494,0.001442503,0.0003246398,0.0008270457,0.0008867269,0.001569705],"domain_scores_gemma":[0.9951143,0.001841831,0.00004895163,0.0001923573,0.0004937046,0.002308901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009858214,0.007218507,0.5198438,0.001775271,0.0005746331,0.001420867,0.05880682,0.00000562793,0.1929683,0.0034696,0.1324566,0.07160165],"study_design_scores_gemma":[0.01998204,0.004192229,0.895404,0.0006399803,0.0002257831,0.0001128425,0.0173498,0.0006326764,0.02399554,0.02109838,0.01585308,0.0005136345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9045913,0.002985059,0.00002002161,0.07351346,0.0002644607,0.001480405,0.000008590439,0.00005358073,0.01708315],"genre_scores_gemma":[0.9862962,0.007991008,0.00005867435,0.004602873,0.0002741883,0.0001366897,0.00000407803,0.00001178065,0.0006244464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3755602,"threshold_uncertainty_score":0.9994773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3515140080135828,"score_gpt":0.6474004828437994,"score_spread":0.2958864748302166,"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."}}