{"id":"W3118786276","doi":"10.46501/ijmtst061292","title":"Graduate University Admission Predictorusing Machine Learning","year":2021,"lang":"en","type":"article","venue":"International Journal for Modern Trends in Science and Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dilemma; Scholarship; Test (biology); Test of English as a Foreign Language; Medical education; Face (sociological concept); Dream; Psychology; Political science; Public relations; Mathematics education; Medicine; Sociology; English language; 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":[0.0005008164,0.00006622213,0.00009001284,0.001154444,0.0003132073,0.0001775904,0.0007944899,0.00005208574,0.000003873224],"category_scores_gemma":[0.0004051567,0.00006269171,0.00002945252,0.001129787,0.0001656474,0.0004863906,0.0003561799,0.0003775402,5.568821e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001147176,"about_ca_system_score_gemma":0.0002280861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005223986,"about_ca_topic_score_gemma":0.00001434288,"domain_scores_codex":[0.9989847,0.00002017593,0.000132892,0.0002682001,0.0003943902,0.0001996221],"domain_scores_gemma":[0.9990968,0.00003523033,0.00008990741,0.0001040044,0.0006060248,0.00006803458],"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":[0.00001073048,0.00006210065,0.01216253,0.000001732399,0.00001603449,0.0003101151,0.0003066012,0.001045599,0.00539294,0.03673806,0.00005668586,0.9438969],"study_design_scores_gemma":[0.0006212335,0.00007953076,0.001360961,0.00004767148,0.000004545069,0.0007345334,0.000149858,0.9378153,0.001663573,0.04414891,0.01326375,0.0001101217],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5666927,0.0004726909,0.3426024,0.08747812,0.001574484,0.00003435398,0.000007371998,0.0002028594,0.0009350017],"genre_scores_gemma":[0.9810911,0.0001534714,0.01762049,0.00005510368,0.00004325136,2.070854e-7,0.000002130573,0.000003035155,0.001031152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9437867,"threshold_uncertainty_score":0.2556494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03296503271450248,"score_gpt":0.3264333175164539,"score_spread":0.2934682848019515,"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."}}