{"id":"W4213188586","doi":"10.7202/1086430ar","title":"Differentiated Visions: How Ontario Universities See and Represent Their Futures","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University; Western University","funders":"","keywords":"Vision; Higher education; Context (archaeology); Futures contract; Scholarship; Mandate; Sociology; Public relations; Political science; Public administration; Pedagogy; Business","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01414719,0.0004214325,0.0003409274,0.00275317,0.02610442,0.02192946,0.002049779,0.002537487,0.00508651],"category_scores_gemma":[0.01809115,0.0005168897,0.0005131864,0.004106469,0.02342626,0.009119452,0.009603441,0.002880872,0.0005592896],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1200835,"about_ca_system_score_gemma":0.1347986,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8341631,"about_ca_topic_score_gemma":0.899278,"domain_scores_codex":[0.985998,0.006313396,0.0003730553,0.0006554417,0.003548447,0.003111683],"domain_scores_gemma":[0.9894133,0.002549995,0.000897621,0.000881441,0.002915521,0.003342202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007013496,0.00002422122,0.01287595,0.0001440114,0.00001907523,0.0004931677,0.6381844,0.0009809177,0.0006868368,0.2966341,0.01402766,0.03585956],"study_design_scores_gemma":[0.00001789744,0.00003549175,0.01329954,0.0002761723,0.00002135585,0.0001312896,0.619289,0.001414214,0.0004751576,0.05742731,0.3074811,0.0001315168],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4329295,0.002350169,0.01833807,0.05633425,0.0004341271,0.0003158679,0.0003912585,0.0001885889,0.4887182],"genre_scores_gemma":[0.9802951,0.0005409076,0.002808806,0.0004581177,0.0000151766,0.00004475824,0.00008530558,0.00003377167,0.01571788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9738956,"threshold_uncertainty_score":0.8712706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03533732040941199,"score_gpt":0.3437099687691206,"score_spread":0.3083726483597086,"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."}}