{"id":"W4414188352","doi":"10.18280/isi.300704","title":"A machine learning framework for predicting student placement outcomes","year":2025,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Feature (linguistics); Active learning (machine learning); Process (computing); Task (project management); Support vector machine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003385227,0.001339559,0.001085337,0.002737439,0.0005287376,0.001741571,0.002238263,0.001426608,0.002188006],"category_scores_gemma":[0.006524561,0.0003643012,0.001098612,0.002220836,0.0005618514,0.001520244,0.0009033685,0.001946037,0.001256599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001314475,"about_ca_system_score_gemma":0.00176812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01166557,"about_ca_topic_score_gemma":0.009458557,"domain_scores_codex":[0.9986191,0.0005718063,0.00007650859,0.0003505031,0.0002624342,0.0001196032],"domain_scores_gemma":[0.9979213,0.001286885,0.0002149163,0.0001254274,0.0003638505,0.00008757402],"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":[0.00009445364,0.0002776388,0.009432663,0.0001520081,0.000141436,0.0001161999,0.00006575809,0.8063517,0.0007208026,0.02250895,0.007381916,0.1527565],"study_design_scores_gemma":[0.00000490669,0.0000381832,0.0006415828,0.00001354539,0.000008804113,0.00001482649,0.000009848675,0.9876277,0.0001198005,0.01074248,0.0007699192,0.00000824693],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0187437,0.00102371,0.9749648,0.001034539,0.0001203646,0.0001347718,0.001472886,0.0009072001,0.00159798],"genre_scores_gemma":[0.6682739,0.001620315,0.3179558,0.0004741593,0.0005165681,0.0009066728,0.004606504,0.0001152175,0.005530975],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01166557,"threshold_uncertainty_score":0.02319533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01223632783125568,"score_gpt":0.2915750407214751,"score_spread":0.2793387128902194,"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."}}