{"id":"W4207068329","doi":"","title":"Freedom from discrimination or freedom to discriminate? Discursive tensions within discrimination policies in medical education","year":2022,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Academic Medical Organization of Southwestern Ontario","keywords":"Framing (construction); Academic freedom; Public relations; Sociology; Equity (law); Political science; Higher education; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001653288,0.0003066295,0.0003907488,0.001089426,0.001563263,0.0003006266,0.001946378,0.000218275,0.0006711875],"category_scores_gemma":[0.001162222,0.0003143122,0.0001241843,0.001609917,0.0005196334,0.001791579,0.001198844,0.0009005552,0.00006918533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001378943,"about_ca_system_score_gemma":0.001363962,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0039132,"about_ca_topic_score_gemma":0.2591447,"domain_scores_codex":[0.99458,0.001169314,0.000422615,0.0007293479,0.002485095,0.0006135747],"domain_scores_gemma":[0.9980287,0.0002841418,0.0002558562,0.0004635125,0.0002799495,0.0006878285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004687016,0.0009717802,0.8532823,0.00003782246,0.00005412277,0.0004191682,0.1303466,0.0003262076,0.0001411302,0.0100848,0.0002122815,0.003655032],"study_design_scores_gemma":[0.001132487,0.0002426173,0.6665401,0.0003386731,0.0001594105,0.000008668561,0.3220575,0.000004060734,0.00004604978,0.001029797,0.007964016,0.0004766226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774541,0.00005442241,0.0003723679,0.01766647,0.002046581,0.0006891143,0.0001667749,0.0001320743,0.001418079],"genre_scores_gemma":[0.9866271,0.00006027184,0.000103914,0.002310635,0.0003466098,0.00001677945,0.0003070125,0.00003066451,0.010197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2552315,"threshold_uncertainty_score":0.9999309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079608869853166,"score_gpt":0.3674462016673609,"score_spread":0.2594853146820443,"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."}}