{"id":"W2908732751","doi":"10.1115/imece2018-88168","title":"OBACIS Analytics: The Catalogs","year":2018,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Accreditation; Computer science; Work (physics); Analytics; Work flow; Data collection; Certification and Accreditation; Order (exchange); Engineering management; Data science; Business; Engineering; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004407151,0.00004948628,0.00003280483,0.0000210967,0.00003271995,0.00001764677,0.00009128169,0.00001578098,0.0004806067],"category_scores_gemma":[0.000006588019,0.00003156363,0.00001343292,0.0001292028,0.00001912786,0.00002379428,0.000008302229,0.00003868669,0.0008202899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002460211,"about_ca_system_score_gemma":0.00000753711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005206442,"about_ca_topic_score_gemma":0.00001830298,"domain_scores_codex":[0.9997424,0.000001764374,0.0000628779,0.00004478644,0.00005274842,0.00009543179],"domain_scores_gemma":[0.9998081,0.000008744038,0.000003095201,0.0001292472,0.00002139358,0.00002944268],"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":[6.871721e-7,0.00002519631,0.001548562,0.00002848692,0.0001030197,0.000001135681,0.002567425,0.004287164,0.0008007163,0.01061849,0.9646153,0.01540381],"study_design_scores_gemma":[0.00009965056,0.00001360905,0.0230157,0.000009045183,0.00001042537,0.0000109145,0.0003936505,0.04342278,0.008019033,0.0002036044,0.9245559,0.0002457064],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2032381,0.0003530318,0.07786283,0.001723963,0.004731611,0.000237039,0.000003881358,0.001958689,0.7098908],"genre_scores_gemma":[0.99557,0.00001159152,0.001083122,0.0001568167,0.000138927,0.000007934075,0.000003064556,0.000008553129,0.003020001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7923319,"threshold_uncertainty_score":0.9999577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006966701008811277,"score_gpt":0.200892297108876,"score_spread":0.1939255961000648,"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."}}