{"id":"W2010460477","doi":"10.5539/ies.v2n2p17","title":"Discontinuation among University Students in Southern Thailand","year":2009,"lang":"en","type":"article","venue":"International Education Studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Commission on Higher Education","keywords":"Discontinuation; Logistic regression; Demography; Bachelor; Duration (music); Statistical analysis; Medicine; Psychology; Pediatrics; Internal medicine; Geography; Statistics; Sociology; 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":[0.0005596203,0.0000811016,0.0001123867,0.0002711012,0.0002981361,0.0000803308,0.00036219,0.00003443296,0.0001198591],"category_scores_gemma":[0.0009451518,0.00008228455,0.00003552268,0.0003400032,0.0002118687,0.0003616848,0.00004911115,0.00009623494,0.00008040332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005208225,"about_ca_system_score_gemma":0.000278397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002088119,"about_ca_topic_score_gemma":0.006730501,"domain_scores_codex":[0.9986818,0.0001617896,0.0001634466,0.0001996753,0.0006163616,0.0001768929],"domain_scores_gemma":[0.9986436,0.0001428602,0.00009181903,0.00008940884,0.0009730737,0.00005926341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001482971,0.0004642887,0.8894883,0.000001668357,0.00006150689,0.000001380588,0.08568855,0.000006243398,0.000007192873,0.006626631,0.008682818,0.008956552],"study_design_scores_gemma":[0.0002189589,0.0000137496,0.7069271,0.0000432227,0.000005815126,9.548007e-8,0.212946,0.000002625843,0.000003356952,0.001959053,0.07778765,0.00009234198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9525206,0.0003849622,0.00001922734,0.01710268,0.001480486,0.0002138875,0.000005474648,0.00004056593,0.02823208],"genre_scores_gemma":[0.942662,0.0005549038,0.0001665854,0.0001803158,0.0002733362,0.00001270112,0.000009504593,0.000003192413,0.05613745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1825612,"threshold_uncertainty_score":0.3755777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04431618377860377,"score_gpt":0.4518500240784369,"score_spread":0.4075338402998332,"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."}}