{"id":"W1907631211","doi":"10.14288/ce.v5i1.182489","title":"Marketing Canadian Universities: The Sociology of Institutions Perspective","year":2012,"lang":"en","type":"article","venue":"Open Collections","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sociology; Agency (philosophy); Government (linguistics); Isomorphism (crystallography); Professionalization; Narrative; Competition (biology); Higher education; Public administration; Public relations; Political science; Social science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004790227,0.00053837,0.0006866241,0.005042334,0.02584961,0.02394589,0.002369457,0.005668937,0.01004834],"category_scores_gemma":[0.007010806,0.0003408379,0.0004700324,0.007842925,0.05310404,0.01062177,0.005694737,0.006248136,0.0005516562],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1967183,"about_ca_system_score_gemma":0.1741072,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9579233,"about_ca_topic_score_gemma":0.9741122,"domain_scores_codex":[0.9932162,0.002068691,0.00008858734,0.0005277137,0.001735017,0.002363777],"domain_scores_gemma":[0.9916781,0.002893528,0.0004509641,0.0002854155,0.002014707,0.002677338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000005438425,0.000008441387,0.0006335284,0.0000427658,0.000002864873,0.00008100884,0.01203651,0.000137376,0.00003215973,0.9657564,0.01592978,0.005333794],"study_design_scores_gemma":[0.00001214495,0.00001463562,0.003387524,0.0004264608,0.00001710489,0.000127354,0.0616947,0.0006466199,0.0001125789,0.1955855,0.7379226,0.00005285869],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02285668,0.0254358,0.003152401,0.3780094,0.00125449,0.00004353699,0.0001649778,0.00007206722,0.5690107],"genre_scores_gemma":[0.8780699,0.02563437,0.001656109,0.03353979,0.001015882,0.00006016921,0.00007099029,0.00009501715,0.05985771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9741504,"threshold_uncertainty_score":0.9316929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05232239975659899,"score_gpt":0.3721654019220257,"score_spread":0.3198430021654268,"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."}}