{"id":"W4405674762","doi":"10.24908/pceea.2024.18562","title":"Individual and Team Work and its Effectiveness in Engineering Design Courses","year":2024,"lang":"en","type":"article","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 Ottawa","funders":"","keywords":"Work (physics); Engineering management; Computer science; Engineering; Manufacturing engineering; Management science; Engineering ethics; Systems engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01983543,0.0002443087,0.0004525056,0.002140227,0.001314979,0.004027295,0.0007652999,0.0005731452,0.002868998],"category_scores_gemma":[0.09243794,0.0001990443,0.0002993939,0.001188293,0.001327623,0.0017952,0.002822939,0.0009799163,0.0006037707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001108992,"about_ca_system_score_gemma":0.0009906357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00178976,"about_ca_topic_score_gemma":0.002683763,"domain_scores_codex":[0.9650586,0.02372961,0.001702682,0.001825196,0.006453166,0.001230777],"domain_scores_gemma":[0.8674041,0.08742619,0.02064767,0.005101844,0.009491791,0.009928479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000606217,0.002128204,0.7152939,0.0002570223,0.0002921542,0.00009712134,0.02006426,0.002182325,0.0009128393,0.001794157,0.001059114,0.2553127],"study_design_scores_gemma":[0.00006613097,0.002332266,0.9560716,0.0002045158,0.000104435,0.0001530768,0.02605307,0.005890673,0.001235072,0.00290366,0.004918673,0.00006687114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988503,0.0002742334,0.001669211,0.0002306236,0.00001619028,0.00004163763,0.00002442128,0.00002469704,0.009215996],"genre_scores_gemma":[0.99888,0.00005998805,0.0004961159,0.00001611423,0.000006917886,0.00002673282,0.00001500843,0.000006166394,0.0004931022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9982103,"threshold_uncertainty_score":0.104901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006044609721843288,"score_gpt":0.1970943380775682,"score_spread":0.1910497283557249,"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."}}