{"id":"W3174542351","doi":"10.24908/pceea.vi0.14968","title":"ANALYSIS OF HOW CAPSTONE TEAMS DEFINE ENGINEERING DESIGN FAILURE","year":2021,"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":"Concordia University","funders":"","keywords":"Capstone; Engineering education; Engineering ethics; Engineering management; Engineering; Computer science","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":[0.02812429,0.0008767365,0.0005234418,0.006303191,0.004882145,0.009790697,0.002831374,0.001416092,0.004220753],"category_scores_gemma":[0.1167658,0.0004873361,0.0006642519,0.002995075,0.003967854,0.004587784,0.008546638,0.002965306,0.0008997275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01023979,"about_ca_system_score_gemma":0.007558092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01045848,"about_ca_topic_score_gemma":0.007681412,"domain_scores_codex":[0.955047,0.02078762,0.003098656,0.002363162,0.01482659,0.003876934],"domain_scores_gemma":[0.8657902,0.05574605,0.01771539,0.004811216,0.04533823,0.01059887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004539059,0.0006883031,0.4087297,0.00066711,0.0001327296,0.001570942,0.399623,0.003120899,0.003934716,0.03038953,0.01146231,0.139227],"study_design_scores_gemma":[0.00004038307,0.000680328,0.2770987,0.0009233447,0.00007863504,0.0007806164,0.6538314,0.008450069,0.002858979,0.00968239,0.04526949,0.0003057313],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584586,0.0004714464,0.01335649,0.002010878,0.0001474545,0.000337717,0.0001446419,0.0001159087,0.02495685],"genre_scores_gemma":[0.9919551,0.0001665697,0.003822938,0.0002580268,0.00002088364,0.0002128998,0.0002232163,0.00006699803,0.003273278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02812429,"threshold_uncertainty_score":0.1487373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003877822086579612,"score_gpt":0.1694503627606824,"score_spread":0.1655725406741028,"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."}}