{"id":"W1832033215","doi":"10.1002/9780470400531.eorms1061","title":"Teaching<scp>ORMS</scp>/Analytics with Cases","year":2011,"lang":"en","type":"other","venue":"Wiley Encyclopedia of Operations Research and Management Science","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Analytics; Computer science; Class (philosophy); Learning analytics; Data science; Mathematics education; Artificial intelligence; Psychology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00243753,0.0003150823,0.000290066,0.003114087,0.0007580663,0.0006168916,0.0009672198,0.00008575101,0.0005546605],"category_scores_gemma":[0.0005339777,0.0002553664,0.0000378702,0.001699634,0.001124373,0.001048006,0.0008987248,0.000342683,0.0002117158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004555117,"about_ca_system_score_gemma":0.0001143434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005111571,"about_ca_topic_score_gemma":0.002434011,"domain_scores_codex":[0.9968824,0.00003578143,0.0003254855,0.0007929639,0.001279727,0.0006836476],"domain_scores_gemma":[0.9986246,0.00009040136,0.0001675981,0.0007155513,0.0003351282,0.00006677325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009696774,0.0003107565,0.001793152,0.00123681,0.00008348849,0.00002984674,0.0001409495,0.00001442322,0.000007733187,0.1444381,0.8425086,0.009426404],"study_design_scores_gemma":[0.0002628782,0.00006965025,0.001329655,0.0005120541,0.00009666153,0.000002206972,0.0009225766,0.0005471611,0.000002807308,0.000520425,0.995563,0.0001709617],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001637745,0.0002547019,0.0004062125,0.0002114207,0.0002963092,0.0012626,0.000007384094,0.0001372117,0.9957864],"genre_scores_gemma":[0.00773359,0.004752807,0.004958558,0.0001900708,0.0008091796,0.0002165361,0.00007523743,0.0001710974,0.9810929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1530544,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702450579361833,"score_gpt":0.3062842306684497,"score_spread":0.2692597248748314,"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."}}