{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001751848,0.00006358181,0.00005704218,0.00005320679,0.00005399963,0.0002363541,0.0002507628,0.00002801935,0.00007308452],"category_scores_gemma":[0.00002647622,0.00005075673,0.00003842334,0.0002911902,0.00001195187,0.0001794986,0.00006260173,0.0001885244,0.0006295318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001182146,"about_ca_system_score_gemma":0.00005629285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002646836,"about_ca_topic_score_gemma":0.000005725405,"domain_scores_codex":[0.9994209,0.00002947423,0.00008867666,0.0002033252,0.0001375756,0.0001200189],"domain_scores_gemma":[0.9996884,0.00004496934,0.00001350995,0.000178044,0.00002952454,0.00004556315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001113277,0.00007565055,0.00133772,0.00003286186,0.00004679632,0.00006229676,0.0005027513,0.002782405,0.0004342006,0.7681542,0.005036684,0.2215333],"study_design_scores_gemma":[0.00003614854,0.00003756835,0.0001868223,0.00001322011,0.000005009342,0.00001008809,0.000008610193,0.864644,0.00006351074,0.002620126,0.1323055,0.00006934264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00194132,0.002689099,0.9167852,0.04718755,0.0007100097,0.0000565781,8.743635e-7,0.002167308,0.02846209],"genre_scores_gemma":[0.9509723,0.000077743,0.01189066,0.0001873773,0.0000886367,0.000001059077,0.000007682909,0.000007160763,0.03676739],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9490309,"threshold_uncertainty_score":0.8091568,"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."}}