{"id":"W4405464700","doi":"10.1145/3670865.3673573","title":"Machine Learning-Powered Course Allocation","year":2024,"lang":"en","type":"article","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"European Research Council","keywords":"Course (navigation); Computer science; Artificial intelligence; Engineering; Aerospace engineering","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":[0.005907058,0.0006764334,0.0008506561,0.0006877417,0.000719305,0.001331886,0.002279951,0.001237264,0.005146311],"category_scores_gemma":[0.01887562,0.000422579,0.0005283381,0.001425422,0.0009546457,0.002982379,0.001469249,0.001831732,0.0008917536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001524797,"about_ca_system_score_gemma":0.001816872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001902928,"about_ca_topic_score_gemma":0.001867595,"domain_scores_codex":[0.9943892,0.003664749,0.0001052489,0.0007613583,0.0005452392,0.0005340639],"domain_scores_gemma":[0.9849829,0.009633583,0.001722543,0.002007504,0.0007416942,0.0009117697],"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":[0.0009143602,0.001381558,0.01137383,0.0002080096,0.0001166533,0.0002792526,0.0002743802,0.665828,0.00644232,0.07458583,0.007603697,0.2309921],"study_design_scores_gemma":[0.00007623906,0.0002195045,0.00121994,0.000007918869,0.00001633089,0.00009480696,0.00007144805,0.9663697,0.002614971,0.02652014,0.002768813,0.00002024444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2108598,0.0002632451,0.7770489,0.001224115,0.0001401739,0.0003063822,0.0002848347,0.0008536454,0.009018954],"genre_scores_gemma":[0.8861939,0.0001108107,0.1097359,0.0002069636,0.00008196484,0.0001625991,0.0001740421,0.00006201291,0.003271767],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005907058,"threshold_uncertainty_score":0.03123987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009540279336030062,"score_gpt":0.2768348447044645,"score_spread":0.2672945653684344,"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."}}