{"id":"W4244034953","doi":"10.35940/ijrte.f9043.038620","title":"Prediction for University Admission using Machine Learning","year":2020,"lang":"en","type":"article","venue":"International Journal of Recent Technology and Engineering (IJRTE)","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test of English as a Foreign Language; Scholarship; Higher education; Test (biology); Foreign language; Medical education; Mathematics education; Political science; Psychology; English language; Medicine; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001046039,0.00005660203,0.0000890426,0.0002760895,0.00004350371,0.00002273752,0.0003041409,0.00006663339,0.00000314617],"category_scores_gemma":[0.000233153,0.00005520544,0.00003430017,0.0002022979,0.00001162407,0.0001626129,0.00008191226,0.0002744596,4.078244e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003798058,"about_ca_system_score_gemma":0.00002920579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.023249e-7,"about_ca_topic_score_gemma":8.239207e-8,"domain_scores_codex":[0.9995919,0.000007944369,0.0001294832,0.00008750245,0.0001081056,0.00007508637],"domain_scores_gemma":[0.9995975,0.0000289489,0.0001073736,0.00003448398,0.0001757895,0.00005587581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003146247,0.0001851856,0.04701814,0.0001077685,0.0008732083,0.0004017741,0.00110679,0.4530006,0.09132929,0.07506277,0.0004491997,0.3301507],"study_design_scores_gemma":[0.0004332672,0.0001394009,0.0001612166,0.00004479086,0.00001248844,0.0001343086,0.00003601661,0.9179867,0.0008906113,0.000231899,0.07987703,0.00005226355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1209161,0.000223017,0.8590635,0.01928884,0.000367886,0.00002333115,0.000002546501,0.0001048338,0.000009976406],"genre_scores_gemma":[0.9277214,0.0005770628,0.07146182,0.00004983655,0.0001552965,7.537334e-8,0.0000020073,0.000005571854,0.0000268824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8068054,"threshold_uncertainty_score":0.2251213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820013229567464,"score_gpt":0.2355586060384557,"score_spread":0.2173584737427811,"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."}}