{"id":"W4405312181","doi":"10.60166/fdfh9103","title":"International Students and Private Higher Education: A Five- Country Overview","year":2024,"lang":"en","type":"article","venue":"International Journal of Private Higher Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Public education; Sociology; Public relations; Public administration","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007351557,0.0002097317,0.0002134007,0.0004296715,0.0001668944,0.0009960334,0.001071959,0.0001294988,0.003966956],"category_scores_gemma":[0.00007520099,0.0001992255,0.0001081614,0.0003961298,0.0001375445,0.001407783,0.0001336124,0.0003039671,0.0001433395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0010569,"about_ca_system_score_gemma":0.00242919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002434762,"about_ca_topic_score_gemma":0.00001089875,"domain_scores_codex":[0.9968126,0.0001310748,0.0007241741,0.0003156443,0.001781451,0.0002349997],"domain_scores_gemma":[0.9980205,0.0001225061,0.0004730238,0.0001620362,0.0009830295,0.0002388519],"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":[0.00009129259,0.001212063,0.07117371,0.00007596985,0.0007085408,0.00002628825,0.008144186,0.000007457499,0.0002745015,0.6840193,0.1719172,0.06234953],"study_design_scores_gemma":[0.0001863436,0.00001991348,0.1893457,0.0004808053,0.00003682275,0.0000263441,0.0002670576,0.000001079899,0.00003152072,0.01061714,0.7988155,0.0001717385],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6466955,0.02429726,0.0001145591,0.1212838,0.1480774,0.000604568,0.0000436692,0.0001554325,0.05872783],"genre_scores_gemma":[0.8798696,0.009065658,0.002741445,0.004293527,0.009843427,0.00005494713,0.00006044609,0.00004049202,0.09403044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6734021,"threshold_uncertainty_score":0.9969435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02741460921735123,"score_gpt":0.3978600996666954,"score_spread":0.3704454904493442,"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."}}