{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002805594,0.001642022,0.001508032,0.005712523,0.001095428,0.002761173,0.001793146,0.00166919,0.0109494],"category_scores_gemma":[0.01176248,0.000471061,0.001332115,0.005090589,0.0005647428,0.002237999,0.002324625,0.003595797,0.00698695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140466,"about_ca_system_score_gemma":0.002127018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005172668,"about_ca_topic_score_gemma":0.007028379,"domain_scores_codex":[0.9966362,0.0007038631,0.0002871216,0.0008793029,0.0009550689,0.0005384424],"domain_scores_gemma":[0.9932648,0.002272338,0.001212173,0.0007730387,0.001705583,0.0007721943],"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":[0.0004288317,0.001381527,0.1570316,0.0003702673,0.0001785668,0.0002685643,0.0001156832,0.01792302,0.001134834,0.001421067,0.06356625,0.7561797],"study_design_scores_gemma":[0.0001558401,0.0007821935,0.09020478,0.0004223862,0.0002105548,0.0007048894,0.0005017141,0.8244913,0.01089441,0.0223222,0.0489878,0.0003220226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4633733,0.01381323,0.4273522,0.01323328,0.005884286,0.00179517,0.01137319,0.03388932,0.02928609],"genre_scores_gemma":[0.8714445,0.002620693,0.08299568,0.001371794,0.00224463,0.0006625266,0.01562683,0.0004997575,0.02253366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0109494,"threshold_uncertainty_score":0.03662938,"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."}}