{"id":"W4400911084","doi":"10.1109/ic3se62002.2024.10593641","title":"Design of Intelligent Decision Support System With Ensembled Machine Learning to Predict Students' Performance","year":2024,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Computer science; Intelligent decision support system; Decision support system; Machine learning; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008892268,0.0007394243,0.0009109153,0.0007806862,0.0006560851,0.00111688,0.001752162,0.0009920119,0.004973158],"category_scores_gemma":[0.001170022,0.000513015,0.0008357139,0.0003818039,0.0002255643,0.0008741115,0.0005912993,0.0007144283,0.001591575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005747755,"about_ca_system_score_gemma":0.0008901864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00387742,"about_ca_topic_score_gemma":0.003302782,"domain_scores_codex":[0.9995067,0.00006699013,0.00004978825,0.0001876013,0.0001148369,0.00007401369],"domain_scores_gemma":[0.9995956,0.00009424134,0.00003766094,0.00003652797,0.0002003698,0.00003563718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000965279,0.0009462438,0.01084693,0.0004357749,0.0004309523,0.000854639,0.0003349532,0.4041995,0.04901822,0.005155955,0.009491382,0.5173202],"study_design_scores_gemma":[0.00003930639,0.0001733082,0.0009182127,0.00001555757,0.00005961824,0.0000708686,0.0000251768,0.9862214,0.009153895,0.000890548,0.002413336,0.00001880001],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04863738,0.0002086102,0.9384114,0.0003070741,0.0001489173,0.0004990216,0.000290837,0.007363087,0.004133618],"genre_scores_gemma":[0.6809649,0.0002169625,0.3108859,0.0002847796,0.00007046194,0.0009612012,0.0005911607,0.00009992785,0.005924613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004973158,"threshold_uncertainty_score":0.01663685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501519983510466,"score_gpt":0.2771581346722334,"score_spread":0.2621429348371288,"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."}}