{"id":"W2908748436","doi":"10.24908/pceea.v0i0.13051","title":"Assessment of Individual and Teamwork Attributes in Undergraduate Engineering Students","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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Teamwork; Accreditation; Competence (human resources); Medical education; Psychology; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004926411,0.0001772086,0.0002101071,0.0004593752,0.00005512756,0.00007783071,0.0003305921,0.0001265394,0.00001091717],"category_scores_gemma":[0.000303956,0.0001874402,0.00004191601,0.000763807,0.00001820472,0.0001564935,0.00004167716,0.0002296859,0.000001980859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00139677,"about_ca_system_score_gemma":0.0002964651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005095343,"about_ca_topic_score_gemma":0.001085429,"domain_scores_codex":[0.9987398,0.000004026254,0.0003822289,0.0001562937,0.0004115025,0.0003061799],"domain_scores_gemma":[0.9992926,0.0000440552,0.0001348215,0.00009036577,0.0002807725,0.0001573947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[6.894142e-7,0.0000953784,0.9640675,0.0005880984,0.0002065928,7.970705e-8,0.002078147,0.01047046,0.003382022,0.008648345,0.00975758,0.0007051326],"study_design_scores_gemma":[0.0001746152,0.00001246456,0.9870242,0.0002727951,0.00002407856,0.000001732009,0.0001765443,0.006662429,0.001947347,0.00005244033,0.003443251,0.0002081015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962404,0.0001357817,0.0000645808,0.0006471721,0.001534315,0.0002897717,0.00001648056,0.00009682655,0.0009746803],"genre_scores_gemma":[0.9970179,0.0000303234,0.002528742,0.00003811238,0.0001068238,0.00005247728,0.000007319998,0.00003572577,0.0001825762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02295672,"threshold_uncertainty_score":0.7643589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004911554250458394,"score_gpt":0.2253600465241321,"score_spread":0.2204484922736737,"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."}}