{"id":"W2886783195","doi":"10.24908/pceea.v0i0.7395","title":"ASSESSING AND DEVELOPING THE INDIVIDUAL AND TEAM WORK ATTRIBUTE","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Operationalization; Likert scale; Accreditation; Psychology; Medical education; Scale (ratio); Work (physics); Tracking (education); Teamwork; Team effectiveness; Applied psychology; Knowledge management; Pedagogy; Computer science; Engineering; Medicine; Management","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":[0.01046841,0.000212594,0.0002673138,0.001866293,0.0009793465,0.002353005,0.0005504721,0.0004264082,0.000780553],"category_scores_gemma":[0.02402339,0.0001872315,0.0003668771,0.0009272264,0.0009375057,0.0013777,0.002284388,0.000936895,0.000337338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001008342,"about_ca_system_score_gemma":0.006030266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003078187,"about_ca_topic_score_gemma":0.008858263,"domain_scores_codex":[0.9927165,0.002929407,0.0007656927,0.0004284914,0.00278891,0.0003710527],"domain_scores_gemma":[0.9716043,0.01039406,0.005072864,0.001911465,0.008638404,0.002378953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003615227,0.0007648412,0.5340077,0.000416793,0.00005794243,0.00005740243,0.01009216,0.0009209545,0.003915286,0.002662807,0.001409687,0.4456584],"study_design_scores_gemma":[0.00001358345,0.001021423,0.939551,0.0005500164,0.00006103882,0.0002542382,0.02840761,0.00296835,0.006101973,0.003777295,0.01721017,0.00008329581],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.945102,0.0002498706,0.03546072,0.001095156,0.00005903465,0.0006798185,0.00009205236,0.0001297769,0.01713165],"genre_scores_gemma":[0.9276916,0.0003628562,0.07004755,0.0001639991,0.00001593415,0.0003070951,0.0001166597,0.00001358085,0.001280658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01046841,"threshold_uncertainty_score":0.05536288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01406390779551866,"score_gpt":0.2245770728391805,"score_spread":0.2105131650436619,"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."}}