{"id":"W1854479383","doi":"10.18543/tjhe-1(1)-2013pp105-125","title":"A Model for the Regionalization of Higher Education: The Role and Contribution of Tuning","year":2014,"lang":"en","type":"article","venue":"Tuning Journal for Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Process (computing); Phenomenon; Internationalization; Conceptual model; Realization (probability); Meaning (existential); Politics; Higher education; Political science; Through-the-lens metering; Management science; Process management; Computer science; Regional science; Lens (geology); Knowledge management; Sociology; Engineering; Epistemology; Business; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.001246565,0.00008507203,0.0001274855,0.0000640465,0.0009096286,0.00007513511,0.0002023506,0.00006377377,0.00005136961],"category_scores_gemma":[0.0001943205,0.00005868856,0.00006623186,0.0002008963,0.0001424876,0.0002400753,0.000009568711,0.0000839844,6.109566e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001255951,"about_ca_system_score_gemma":0.001426727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00014671,"about_ca_topic_score_gemma":0.00002370399,"domain_scores_codex":[0.9989914,0.0001100965,0.000338379,0.0001142881,0.0002854603,0.0001603371],"domain_scores_gemma":[0.9976998,0.0004906158,0.0005852123,0.0001351532,0.00102392,0.00006528714],"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":[0.00005288316,0.0001507822,0.00812488,0.0000287606,0.00004321899,3.128002e-9,0.01570773,0.0004190659,0.0004900782,0.9344022,0.02470257,0.01587788],"study_design_scores_gemma":[0.0003308908,0.00003704399,0.02807758,0.0001440252,0.00008873516,0.000002006897,0.002524995,0.00240463,0.0001287992,0.08702008,0.8791265,0.0001146852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3609824,0.03184197,0.320594,0.2335956,0.02850888,0.005836586,0.00003941892,0.0001149264,0.01848627],"genre_scores_gemma":[0.9717631,0.0001612403,0.002205975,0.0006417157,0.001075081,0.0001482661,0.00001725414,0.00001149222,0.02397586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8544239,"threshold_uncertainty_score":0.699622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03130781346991827,"score_gpt":0.3477072053448935,"score_spread":0.3163993918749752,"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."}}