{"id":"W2998867257","doi":"10.1080/03075079.2019.1711045","title":"Budgeting, strategic planning and institutional diversity in higher education","year":2020,"lang":"en","type":"article","venue":"Studies in Higher Education","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Strategic planning; Higher education; Reputation; Decentralization; Business; Diversity (politics); Public relations; Contingency theory; Contingency; Strategic control; Public administration; Accounting; Marketing; Strategic financial management; Political science; Economics; Management; Economic growth","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001448922,0.000133024,0.0001361554,0.0002045856,0.0002642519,0.00009217693,0.0001223155,0.00004202481,0.0002725922],"category_scores_gemma":[0.00005203079,0.0001377569,0.00001449824,0.0006450831,0.0000737231,0.0006373541,0.0003794199,0.0001161722,0.00004472306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001237375,"about_ca_system_score_gemma":0.00007146985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002934081,"about_ca_topic_score_gemma":0.00001988309,"domain_scores_codex":[0.9991683,0.00001056916,0.0002071918,0.0002878562,0.0001775961,0.0001485151],"domain_scores_gemma":[0.9996347,0.00002470925,0.0001230317,0.00007087219,0.0001351211,0.00001158848],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001494599,0.0001479438,0.804551,0.0003211034,0.00001868823,0.000001886231,0.0006857977,0.0003693643,0.000008791857,0.1822322,0.01104721,0.0006010007],"study_design_scores_gemma":[0.0002786696,0.000005119491,0.9356603,0.0001529627,0.0000261605,2.619305e-7,0.003277492,0.0001091412,9.575444e-7,0.01307368,0.04721865,0.0001966065],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8896995,0.003376814,0.000006789615,0.02296037,0.003379559,0.0002960972,8.416241e-7,0.00008830053,0.08019176],"genre_scores_gemma":[0.9895514,0.00003291084,0.0001343917,0.006919908,0.00199145,0.00002625078,0.00003235745,0.00001061535,0.001300779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1691586,"threshold_uncertainty_score":0.5617561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1418434654471234,"score_gpt":0.3110744504733314,"score_spread":0.169230985026208,"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."}}