{"id":"W4412870831","doi":"10.24908/pceea.2025.19709","title":"Factors for Consideration in Capstone Design Assessment Schemes: A Systematic Review and Critical Reflection","year":2025,"lang":"en","type":"review","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Capstone; Reflection (computer programming); Critical reflection; Engineering ethics; Computer science; Management science; Systems engineering; Engineering; Psychology; Pedagogy; Computer security; Programming language","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.08185697,0.001851926,0.006122851,0.02106249,0.001780638,0.005999519,0.003300918,0.002706637,0.002291904],"category_scores_gemma":[0.2158699,0.00179317,0.007972182,0.01663285,0.002713376,0.008279973,0.003286853,0.002755383,0.000353551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01035967,"about_ca_system_score_gemma":0.04716386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01340119,"about_ca_topic_score_gemma":0.04666834,"domain_scores_codex":[0.9309263,0.0280023,0.02457423,0.002807527,0.01279025,0.0008994323],"domain_scores_gemma":[0.7575704,0.1742757,0.02917826,0.004353041,0.03325036,0.001372227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000123735,0.00003771652,0.001374697,0.8166475,0.003391976,0.0001922874,0.002366312,0.000153512,0.0003294951,0.001080451,0.003525611,0.1707767],"study_design_scores_gemma":[0.00008152065,0.0001197005,0.001554393,0.9569102,0.01030839,0.0002280289,0.00175524,0.0001071314,0.0002988065,0.0009766202,0.02759759,0.00006237299],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002510995,0.9866072,0.002197028,0.003151818,0.0007157011,0.003685825,0.0003780562,0.00003173774,0.0007215752],"genre_scores_gemma":[0.03565054,0.9390405,0.01332058,0.003513135,0.0002309824,0.007310412,0.0005007393,0.00002916211,0.0004039739],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.08185697,"threshold_uncertainty_score":0.4329062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02797053452136764,"score_gpt":0.3193556147053607,"score_spread":0.2913850801839931,"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."}}