{"id":"W2600472347","doi":"","title":"Deans as Advertised: A Content Analysis of Academic Deans’ Job Announcements by Canadian Universities from 2011 through 2015","year":2015,"lang":"en","type":"article","venue":"Canadian Society for the Study of Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Content analysis; Psychology; Work (physics); Public relations; Medical education; Political science; Sociology; Medicine; Social science; Engineering","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":[0.0003938851,0.0001343236,0.0002474122,0.0001122014,0.0005646426,0.0000269821,0.000479113,0.0001242893,0.0004847857],"category_scores_gemma":[0.00001862803,0.000127421,0.00018501,0.0006770451,0.0001985439,0.0002710991,0.00001384231,0.0001071063,0.00001392652],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002610009,"about_ca_system_score_gemma":0.01122983,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9940034,"about_ca_topic_score_gemma":0.9574691,"domain_scores_codex":[0.9985555,0.00005408815,0.0003119539,0.00024144,0.0004702085,0.0003668495],"domain_scores_gemma":[0.9983102,0.000103226,0.0002426545,0.000251434,0.0005971511,0.0004953432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001378512,0.0001346766,0.1950201,0.000004352504,0.001734589,1.237239e-7,0.310847,0.00003727197,0.00001082064,0.005634902,0.4863649,0.0001974261],"study_design_scores_gemma":[0.0003521227,0.0000465869,0.1359806,0.000009246286,0.0006079751,2.159779e-8,0.3828919,0.00000318889,0.000007228657,0.0005258785,0.4794516,0.000123744],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9755965,0.002902575,0.00001784664,0.01058199,0.00148681,0.0009887223,0.000698053,0.00001130443,0.007716229],"genre_scores_gemma":[0.9487646,0.0001644996,0.0001312949,0.001494547,0.000135374,0.00008247727,0.0002201548,0.00001083691,0.04899624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07204484,"threshold_uncertainty_score":0.9943756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05990217836185726,"score_gpt":0.3461424163131088,"score_spread":0.2862402379512515,"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."}}