{"id":"W2062720210","doi":"10.1007/s10734-012-9581-9","title":"Budgetary allocation and organizational characteristics of higher education institutions: a review of existing studies and a framework for future research","year":2012,"lang":"en","type":"review","venue":"Higher Education","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Higher education; Process (computing); Corporate governance; Organizational theory; Public relations; Organizational learning; Organizational studies; Sociology; Organizational behavior and human resources; Organization development; Political science; Business; Economics; Management; Economic growth; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008957951,0.0002796982,0.0007741973,0.0005176901,0.0002567118,0.00008282777,0.0001861964,0.0001981555,0.0001281957],"category_scores_gemma":[0.0005716142,0.0002496565,0.00006845826,0.001276407,0.0001485284,0.0005400654,0.0001887562,0.0002106175,0.00001524614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159184,"about_ca_system_score_gemma":0.0005840231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002784785,"about_ca_topic_score_gemma":9.244817e-7,"domain_scores_codex":[0.9982124,0.00005645721,0.0008113203,0.0003611416,0.0003658601,0.0001928354],"domain_scores_gemma":[0.9958635,0.0002757363,0.001153148,0.0002799287,0.002406873,0.00002080214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002576842,0.0001638537,0.0004279997,0.2527077,0.00009496052,2.651485e-8,0.00004207465,3.558949e-8,3.396422e-7,0.5649993,0.004585531,0.1769756],"study_design_scores_gemma":[0.00004671855,0.000006708239,0.005721519,0.05529879,0.001066618,0.000001426231,0.0001209708,4.469558e-7,1.351764e-7,0.008837348,0.9286928,0.0002065725],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004406105,0.9938607,0.00007354964,0.001637332,0.002394607,0.001291888,0.00001413268,0.00002870306,0.0006550184],"genre_scores_gemma":[0.0009768213,0.984659,0.003294635,0.0008592303,0.007079822,0.0003620073,0.001379577,0.00005911055,0.001329808],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9241072,"threshold_uncertainty_score":0.9999956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2073339545924058,"score_gpt":0.4421929891778851,"score_spread":0.2348590345854793,"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."}}