{"id":"W4387605158","doi":"10.5539/hes.v13n4p94","title":"Synthesis and Model Development of Thai Undergraduate Dropout Risk Factors","year":2023,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attrition; Psychology; Dropout (neural networks); Psychological intervention; Inclusion (mineral); Higher education; Medical education; Persistence (discontinuity); Academic achievement; Causal model; Pedagogy; Social psychology; Political science; Medicine","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":[0.03147108,0.002107602,0.00227426,0.008553484,0.001412054,0.004860237,0.002259756,0.001300724,0.01216626],"category_scores_gemma":[0.07023274,0.001130761,0.006322076,0.007960862,0.000843025,0.003527231,0.004146149,0.001862973,0.0008415563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006501694,"about_ca_system_score_gemma":0.01991312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01967112,"about_ca_topic_score_gemma":0.02058813,"domain_scores_codex":[0.9860116,0.009064425,0.0022159,0.001040197,0.001341758,0.0003261743],"domain_scores_gemma":[0.9577703,0.03337323,0.002577656,0.001422571,0.004516223,0.0003401328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001043226,0.0007264921,0.05662412,0.126328,0.005985175,0.00145693,0.04934077,0.05989245,0.0009265649,0.1044974,0.03204809,0.5611309],"study_design_scores_gemma":[0.001634985,0.003320232,0.03684087,0.1310626,0.02707172,0.000903495,0.07237803,0.23049,0.003470134,0.2110342,0.2810242,0.0007694607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1631941,0.03537368,0.6272371,0.01656393,0.001694006,0.06161969,0.05275194,0.001506869,0.04005872],"genre_scores_gemma":[0.4176414,0.0211577,0.4713939,0.001442572,0.0001366498,0.07187723,0.01259147,0.0001442505,0.0036149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03147108,"threshold_uncertainty_score":0.166437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139830901170803,"score_gpt":0.4413345644840713,"score_spread":0.327351474366991,"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."}}