{"id":"W4412442258","doi":"10.7202/1118739ar","title":"Diversifying the Professoriate in Canadian Academe: A Case Study of Search Processes and Outcomes in a Faculty of Science","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Higher education; Psychology; Career development; Job satisfaction; Personnel selection; Medical education; Sociology; Pedagogy; Public relations; Political science; Management; Social psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008490781,0.00005950723,0.0001453081,0.001087322,0.0005566232,0.00001572925,0.000131048,0.00005043629,0.00003586023],"category_scores_gemma":[0.001413465,0.00004611279,0.00001129676,0.0009507777,0.0002695077,0.0001664404,0.0000131855,0.0002947609,2.407449e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003298601,"about_ca_system_score_gemma":0.06728072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7917511,"about_ca_topic_score_gemma":0.983286,"domain_scores_codex":[0.9989718,0.000128865,0.0004621129,0.00008785442,0.0001172822,0.0002320975],"domain_scores_gemma":[0.9985453,0.000335303,0.0001755857,0.00006666507,0.0005292257,0.0003478559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007334562,0.00008673337,0.9004935,0.0001099913,0.00001033866,0.0000056648,0.0716469,0.000007792244,0.000002219203,0.02720567,0.0002067296,0.0002171369],"study_design_scores_gemma":[0.0003841693,0.00007636318,0.8148633,0.000128038,0.000008148761,0.00002660476,0.1829089,0.00001039975,0.00000238838,0.000738797,0.0008167279,0.00003607246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346347,0.0001821405,2.687641e-7,0.0638735,0.0001850746,0.0003220392,0.00005152091,3.417644e-7,0.0007503373],"genre_scores_gemma":[0.9990826,0.00002731215,0.00001907486,0.0003206129,0.00005060736,0.00001545365,0.000002174626,0.000002069411,0.0004801326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1915349,"threshold_uncertainty_score":0.9380069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2475873045026663,"score_gpt":0.5895313164990955,"score_spread":0.3419440119964292,"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."}}