{"id":"W4379418725","doi":"10.22214/ijraset.2023.53463","title":"Post Graduate Admission Prediction Using ANN","year":2023,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Investment (military); Process (computing); Test of English as a Foreign Language; Computer science; Entrance exam; Interface (matter); Business; Engineering management; Finance; Engineering; Mathematics education; Psychology; Political science; Pedagogy; Curriculum; Language education","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":[0.0030903,0.00006087692,0.0000726545,0.003100321,0.0002616052,0.0002712501,0.001095784,0.00005780009,4.734922e-7],"category_scores_gemma":[0.0007110458,0.00005550107,0.00001581132,0.002341176,0.0001511614,0.0002559336,0.0004130527,0.0005301154,0.000005047044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001715369,"about_ca_system_score_gemma":0.0002202537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000443789,"about_ca_topic_score_gemma":3.966143e-7,"domain_scores_codex":[0.9983793,0.000007356552,0.0001662213,0.0002397373,0.0007976286,0.0004096927],"domain_scores_gemma":[0.9991167,0.00008289865,0.00003166495,0.0001247608,0.0005479862,0.00009597701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003007919,0.00006614206,0.001174273,0.00002907233,0.00002658153,0.000155414,0.0004027684,0.05725986,0.5033057,0.2380247,0.000470987,0.1990544],"study_design_scores_gemma":[0.0002095346,0.00006243242,0.0006478206,0.00005358255,5.751295e-7,0.000137152,0.0001309256,0.9674506,0.00191361,0.02726218,0.002071708,0.00005988256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8517767,0.00004272287,0.1136124,0.03253382,0.001309363,0.0001951463,0.000006137152,0.0004019876,0.0001217425],"genre_scores_gemma":[0.9813884,0.00007635901,0.01836103,0.00001832918,0.0001113135,0.000009155025,0.000001147934,0.000005848704,0.00002844708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9101908,"threshold_uncertainty_score":0.2766384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133274004111216,"score_gpt":0.4284899678634922,"score_spread":0.3151625674523706,"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."}}