{"id":"W2140763093","doi":"10.5430/ijhe.v4n1p120","title":"Critical Factors Underlying Students’ Choice of Institution for Graduate Programmes: Empirical Evidence from Ghana","year":2015,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empirical evidence; Institution; Graduate students; Graduate education; Mathematics education; Medical education; Sociology; Pedagogy; Political science; Psychology; Social science; Medicine; Epistemology","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":[0.001065168,0.0001048207,0.0001937061,0.0002571445,0.000147489,0.0002078889,0.0007510248,0.00007058686,0.00008504595],"category_scores_gemma":[0.006020318,0.00009141821,0.0001178501,0.0002391734,0.0003354973,0.001001238,0.00005318606,0.0001757891,0.000007397367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007451203,"about_ca_system_score_gemma":0.002430593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002520382,"about_ca_topic_score_gemma":0.0002012719,"domain_scores_codex":[0.9969709,0.0002493285,0.0005334955,0.0001603473,0.001886257,0.0001996745],"domain_scores_gemma":[0.9927004,0.001550384,0.0003864139,0.0000995481,0.005003745,0.0002595258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001804422,0.001637472,0.8952843,0.00002860283,0.0003678025,0.000002184727,0.05065314,0.00002656363,0.0001972893,0.01076896,0.03364572,0.007207507],"study_design_scores_gemma":[0.0006297223,0.0002558149,0.8616553,0.0004514609,0.0000924077,0.000001560698,0.02358085,0.000006106455,0.0003122035,0.009955063,0.1028816,0.0001779369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637624,0.00116638,0.001242353,0.02479192,0.00826507,0.000279866,0.00001193564,0.00001538769,0.0004646764],"genre_scores_gemma":[0.994957,0.00007860953,0.002501255,0.0001634293,0.001629156,0.00003140327,0.00001122344,0.000008547276,0.0006194052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06923587,"threshold_uncertainty_score":0.7207319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4389071118115943,"score_gpt":0.5941108498230872,"score_spread":0.1552037380114928,"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."}}