{"id":"W4405616918","doi":"10.1007/s10734-024-01384-x","title":"Shaping choices: factors influencing Vietnamese high school students’ transition to higher education","year":2024,"lang":"en","type":"article","venue":"Higher Education","topic":"Global Educational Reforms and Inequalities","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Vietnamese; Graduation (instrument); Higher education; Preference; Psychology; Mathematics education; Pedagogy; Medical education; Political 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004200197,0.0002172595,0.0001710105,0.0003223527,0.0005034999,0.0008215894,0.0003521537,0.0001525295,0.004964558],"category_scores_gemma":[0.00007650325,0.0001977454,0.00009598437,0.0009141546,0.00006488115,0.001406519,0.00002778762,0.0001979231,0.0006706011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001485271,"about_ca_system_score_gemma":0.003020453,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01919355,"about_ca_topic_score_gemma":0.0002295876,"domain_scores_codex":[0.9978483,0.0001240539,0.000375781,0.0004414232,0.0008210315,0.0003893652],"domain_scores_gemma":[0.9988674,0.00007588737,0.00008045352,0.0002255449,0.0003450352,0.0004056608],"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":[0.00001799262,0.0007316848,0.01961706,0.0002470905,0.00008272543,4.694183e-7,0.0663551,0.0000581286,0.0007339217,0.8435898,0.06137821,0.007187803],"study_design_scores_gemma":[0.00005745638,0.00002989063,0.3447379,0.0003845601,0.00003880057,3.573009e-7,0.0148684,8.178403e-7,0.00004488372,0.01065261,0.6288974,0.0002870315],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9477815,0.001535814,0.00001293876,0.01625608,0.01271912,0.0005267244,0.00001390647,0.0002437649,0.02091015],"genre_scores_gemma":[0.9244776,0.00006582134,0.0002495059,0.00374116,0.003138544,0.0002417872,0.000129334,0.00002932367,0.06792687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8329372,"threshold_uncertainty_score":0.995945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04743999555536467,"score_gpt":0.3868746046740154,"score_spread":0.3394346091186508,"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."}}