{"id":"W2800077508","doi":"10.5430/ijhe.v7n3p1","title":"Determinants of College and University Choice for High-School Students in Qatar","year":2018,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Qatar University","keywords":"Ordered logit; Logistic regression; Nationality; Demographics; Affect (linguistics); Psychology; Higher education; Test (biology); Turkish; Exploratory research; Relevance (law); Exploratory factor analysis; Quality (philosophy); Ordinal regression; Population; Variables; Regression analysis; Multinomial logistic regression; Medical education; Demography; Sociology; Medicine; Immigration; Developmental psychology; Geography; Political science; Economic growth; Economics; Social science","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":[0.0005590679,0.0000522036,0.000120787,0.0003096014,0.00009742272,0.00002884023,0.0004395102,0.00003928415,0.0002094165],"category_scores_gemma":[0.0003540425,0.00005257358,0.00002955077,0.0001782325,0.0002094608,0.0003463542,0.00004519776,0.00006776862,0.000004072258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003232319,"about_ca_system_score_gemma":0.0007736742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287561,"about_ca_topic_score_gemma":0.001252454,"domain_scores_codex":[0.998911,0.000105472,0.0002528857,0.00009081166,0.0005294853,0.0001103707],"domain_scores_gemma":[0.9978325,0.0002241781,0.0002820143,0.00005358804,0.001516659,0.00009104773],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001258464,0.0004007221,0.9722483,0.000009984868,0.00005563917,0.00000191281,0.003728054,4.270848e-7,0.000128189,0.009559556,0.01134762,0.00239371],"study_design_scores_gemma":[0.0005407082,0.00008140338,0.856568,0.00006498831,0.00001019057,0.000001131565,0.002318173,5.162306e-7,0.0001378727,0.001169128,0.1390633,0.00004454218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926848,0.0001560064,0.000008060954,0.003620177,0.002346095,0.0001610429,0.00001790148,0.000002633464,0.001003313],"genre_scores_gemma":[0.9908742,0.0001250935,0.0007823242,0.00009571831,0.001108479,0.00000289595,0.000001450435,0.000004046943,0.007005813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1277157,"threshold_uncertainty_score":0.2292964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0229532912161431,"score_gpt":0.4325234305067638,"score_spread":0.4095701392906207,"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."}}