{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01026084,0.002196134,0.001756462,0.01988869,0.002591718,0.01746498,0.004706379,0.00139509,0.03823264],"category_scores_gemma":[0.0401729,0.001909796,0.001881996,0.02685587,0.001588969,0.01527912,0.007973985,0.0032997,0.03793915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004201845,"about_ca_system_score_gemma":0.01310086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04766254,"about_ca_topic_score_gemma":0.03303905,"domain_scores_codex":[0.9898205,0.00121316,0.001244511,0.001439165,0.005599797,0.0006828727],"domain_scores_gemma":[0.9680713,0.004970395,0.002455455,0.01246174,0.009909371,0.00213178],"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":[0.0003261159,0.000142731,0.009568051,0.0005439697,0.00009445684,0.0001732284,0.0007166488,0.001998264,0.001041216,0.06179623,0.7171371,0.206462],"study_design_scores_gemma":[0.00008240925,0.00003638843,0.00366184,0.0002558251,0.00003069147,0.0001267857,0.000429118,0.009612445,0.002690612,0.0317628,0.9512243,0.00008683705],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.007825249,0.002668655,0.2380031,0.007403046,0.00112638,0.001721469,0.270356,0.3611691,0.1097269],"genre_scores_gemma":[0.05211148,0.003171893,0.3253745,0.001819276,0.0008448525,0.001071359,0.5448387,0.03383453,0.03693345],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04766254,"threshold_uncertainty_score":0.1279009,"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."}}