{"id":"W2969869527","doi":"10.5430/ijhe.v8n5p118","title":"Student Dropout from Foundation Program at Modern College of Business & Science, Sultanate of Oman","year":2019,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dropout (neural networks); Bachelor; Psychology; Exploratory research; Medical education; Foundation (evidence); Mathematics education; Political science; Computer science; Medicine; Sociology","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":[0.0003076985,0.00008344853,0.0001742117,0.0004088377,0.0000373782,0.00006806001,0.001111579,0.00003297053,0.0000805931],"category_scores_gemma":[0.00005316321,0.00007275497,0.00006664472,0.0005066811,0.00008401552,0.0006494445,0.0001478136,0.00009522019,0.00002153523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002318622,"about_ca_system_score_gemma":0.000697606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005874366,"about_ca_topic_score_gemma":0.000009604651,"domain_scores_codex":[0.9981198,0.00003520129,0.0005160628,0.0001646544,0.001066477,0.00009775523],"domain_scores_gemma":[0.9958738,0.00006287748,0.0008934787,0.0002153615,0.002899493,0.00005496423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001976122,0.006347077,0.6303564,0.00007477652,0.00055361,0.000008025901,0.005937414,0.01091932,0.1037395,0.09553733,0.001601525,0.1447275],"study_design_scores_gemma":[0.001431633,0.0003135573,0.9247275,0.0004347643,0.00006211572,0.00003888207,0.0002917549,0.02132503,0.004716162,0.03013222,0.01625182,0.000274579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990272,0.0000924405,0.002194237,0.003404914,0.003320039,0.00009167296,0.000008100315,0.0000113641,0.0006052201],"genre_scores_gemma":[0.9820813,0.00001321853,0.01552286,0.00004339857,0.0002526288,0.00000143585,0.00001511509,0.000005887467,0.002064159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2943711,"threshold_uncertainty_score":0.2966862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240689010896567,"score_gpt":0.3521603673661061,"score_spread":0.3397534772571404,"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."}}