{"id":"W2887906431","doi":"10.24908/pceea.v0i0.10176","title":"CENTRALIZED OUTCOME-BASED ASSESSMENT PROCESS AT MCGILL UNIVERSITY","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Accreditation; Process (computing); Engineering management; Component (thermodynamics); Computer science; Process management; Sustainability; Outcome (game theory); Set (abstract data type); Knowledge management; Engineering; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002538809,0.0001877977,0.0001700521,0.0002892205,0.0002371154,0.00003104511,0.0003268764,0.0001407518,0.000125135],"category_scores_gemma":[0.0001874105,0.0001992281,0.00008194317,0.0007049804,0.00001723517,0.0001509184,0.00001802647,0.0001877249,0.00002414254],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008336155,"about_ca_system_score_gemma":0.0004873105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007664356,"about_ca_topic_score_gemma":0.002725772,"domain_scores_codex":[0.998849,0.00000483436,0.0002707125,0.0001826663,0.0003256875,0.000367053],"domain_scores_gemma":[0.9988744,0.00002413823,0.0001477496,0.0001137496,0.0005764759,0.0002634434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001091369,0.0002953325,0.6943412,0.002068499,0.0004800993,4.704405e-7,0.002221831,0.04285952,0.008634626,0.01469846,0.2328913,0.001497752],"study_design_scores_gemma":[0.0006828495,0.00002416057,0.5243683,0.0002451723,0.00009978208,0.000003815276,0.0003558648,0.03397182,0.01590936,0.00005408233,0.4234844,0.0008003821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732421,0.00003544633,0.0001210208,0.003637137,0.005105929,0.0006448211,0.0001257538,0.0005730883,0.01651472],"genre_scores_gemma":[0.9947863,0.000004492403,0.00155023,0.0001621605,0.0001135341,0.00002097561,0.0000141937,0.00004132746,0.00330681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1905931,"threshold_uncertainty_score":0.9954706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005411709845433185,"score_gpt":0.2105070955351047,"score_spread":0.2050953856896715,"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."}}