{"id":"W2508979217","doi":"10.22329/celt.v9i0.4434","title":"The Marketing of Canadian University Rankings: A Misadventure Now 24 Years Old","year":2016,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Ranking (information retrieval); Rank (graph theory); Psychology; Value (mathematics); Interpretation (philosophy); Welfare; Empirical research; Sociology; Actuarial science; Statistics; Economics; Political science; Mathematics; Law; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.008993631,0.000907324,0.0006893208,0.01234704,0.009264354,0.01423089,0.00156273,0.001898328,0.005573302],"category_scores_gemma":[0.02648111,0.0004321461,0.0004975482,0.02127203,0.006958436,0.005822189,0.001797543,0.002718088,0.0008156656],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05434683,"about_ca_system_score_gemma":0.03560845,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8942878,"about_ca_topic_score_gemma":0.9495203,"domain_scores_codex":[0.9929669,0.0006698267,0.0002683599,0.0003740401,0.004821276,0.0008996975],"domain_scores_gemma":[0.9582044,0.009860772,0.002027974,0.002193509,0.02487248,0.002840954],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009418847,0.00003597527,0.02238188,0.000361425,0.00004500705,0.0003557563,0.01231255,0.0004766007,0.0006950804,0.03757449,0.6806871,0.24498],"study_design_scores_gemma":[0.000003619524,0.00002087237,0.04978778,0.0004241459,0.00001994056,0.00021103,0.00855188,0.0004184739,0.0004477377,0.002819913,0.9371736,0.0001208992],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0759327,0.1575764,0.003977762,0.6202825,0.02991379,0.00008228142,0.005441191,0.0006091085,0.1061842],"genre_scores_gemma":[0.6803355,0.1176632,0.008063111,0.05534591,0.02410259,0.00007518225,0.003279587,0.0007281805,0.1104069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9910064,"threshold_uncertainty_score":0.3943157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02454749220099088,"score_gpt":0.2953885708516437,"score_spread":0.2708410786506528,"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."}}