{"id":"W2164326688","doi":"10.5539/hes.v1n2p35","title":"The Internationalization of Higher Education: An Effective Approach for Iran Higher Education","year":2011,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Higher education; Internationalization; Mathematics education; Comparative education; Internationalization of Higher Education; Trend analysis; Pedagogy; Psychology; Political science; Medical education; Economic growth; Business; Medicine; Economics; Statistics; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006816351,0.0002599806,0.0002855605,0.0001713075,0.001085486,0.0001057996,0.0004812793,0.0001333972,0.0007114091],"category_scores_gemma":[0.00006412467,0.0002134884,0.0001115247,0.0006522437,0.0004265964,0.0006673845,0.00004745341,0.0001098713,0.00003536756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005898699,"about_ca_system_score_gemma":0.002077511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008889192,"about_ca_topic_score_gemma":0.00008367512,"domain_scores_codex":[0.9977213,0.0003092754,0.0005723141,0.0004874501,0.0005756923,0.0003339391],"domain_scores_gemma":[0.9962501,0.0002866726,0.0005888549,0.0004213283,0.002302184,0.0001508694],"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":[0.00006112836,0.001924727,0.01814352,0.00008734414,0.0001934383,1.905975e-8,0.02309,0.00000240892,0.00002495182,0.8099563,0.1316698,0.0148464],"study_design_scores_gemma":[0.0001664574,0.00004869386,0.3336442,0.00005344081,0.00005988357,2.660385e-7,0.01044791,4.029669e-7,0.0001021017,0.01808453,0.6371774,0.0002146485],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2112761,0.05635811,0.0008215877,0.02415743,0.1017688,0.00839728,0.00005149607,0.0005167861,0.5966524],"genre_scores_gemma":[0.7314386,0.0005744548,0.005866893,0.001504724,0.002514636,0.003783442,0.0001151859,0.00003651828,0.2541656],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7918717,"threshold_uncertainty_score":0.8705804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09148714236567768,"score_gpt":0.4069782392577429,"score_spread":0.3154910968920652,"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."}}