{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003343211,0.00021974,0.0004861112,0.001126131,0.0007252797,0.001100856,0.000425939,0.0004156003,0.00167282],"category_scores_gemma":[0.009366242,0.0002413152,0.001121286,0.001638383,0.0003306769,0.000459103,0.0007485742,0.0007330358,0.000180591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009057749,"about_ca_system_score_gemma":0.001307798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01361126,"about_ca_topic_score_gemma":0.01110779,"domain_scores_codex":[0.9984157,0.0009855727,0.0001214061,0.00009678055,0.0002078461,0.0001726635],"domain_scores_gemma":[0.9932319,0.002426665,0.002746244,0.0003776167,0.0004303391,0.0007872294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001455539,0.00005583616,0.99392,0.00002150105,0.00005491355,0.0000944702,0.0004722746,0.0006012209,0.00004791308,0.00004285682,0.00009445813,0.004449101],"study_design_scores_gemma":[0.00002424806,0.000450137,0.9889224,0.00004668995,0.00005765824,0.0003250821,0.001511363,0.00786842,0.00006564225,0.0002251383,0.0004897643,0.00001353083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990925,0.0001728052,0.000228461,0.00006978993,0.000002441846,0.00001660016,0.0001587323,0.000004978905,0.000253633],"genre_scores_gemma":[0.9993957,0.0001162469,0.00008056303,0.000009761482,0.000003968871,0.0000197474,0.0001949679,0.000001432192,0.0001775827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01361126,"threshold_uncertainty_score":0.02706409,"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."}}