{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00642788,0.0008177364,0.0003863681,0.001099495,0.002079788,0.005007008,0.002753294,0.001454324,0.02728227],"category_scores_gemma":[0.02347699,0.0003449385,0.0005559243,0.001637614,0.002518987,0.005010358,0.006269169,0.00267571,0.008217952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001974193,"about_ca_system_score_gemma":0.00233533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189711,"about_ca_topic_score_gemma":0.001850396,"domain_scores_codex":[0.992874,0.004145806,0.0002825124,0.0005075599,0.001589403,0.0006006721],"domain_scores_gemma":[0.9755719,0.01515455,0.001132588,0.002957731,0.002208499,0.00297468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002131902,0.002964741,0.006581377,0.0009704995,0.00002871357,0.009077036,0.06092767,0.008689067,0.0169271,0.04376171,0.1021754,0.7476835],"study_design_scores_gemma":[0.0001250618,0.0007783182,0.006438102,0.001165638,0.00002701436,0.01054418,0.03587938,0.02582516,0.02694631,0.052952,0.8391729,0.0001460114],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3807461,0.00127994,0.4006788,0.01116858,0.0009741234,0.00190451,0.0003810164,0.006795414,0.1960716],"genre_scores_gemma":[0.6829063,0.001794058,0.2304052,0.002748163,0.0003911708,0.0006557779,0.0006968938,0.001817681,0.07858475],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02728227,"threshold_uncertainty_score":0.0912683,"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."}}