{"id":"W3036858878","doi":"10.24908/pceea.vi0.14127","title":"DEVELOPMENT OF THE INDIVIDUAL AND TEAM WORK ATTRIBUTE AMONG UNDERGRADUATE ENGINEERING STUDENTS: TRENDS ACROSS 4 YEARS OF ASSESSMENT","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Teamwork; Accreditation; Medical education; Work (physics); Psychology; Psychological intervention; Engineering education; Engineering; Engineering management; Medicine; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.00305742,0.0001828808,0.0003651805,0.002549205,0.0007169569,0.001625931,0.001002383,0.0008345128,0.001194505],"category_scores_gemma":[0.0115463,0.0002192129,0.0004303646,0.001939856,0.0006310371,0.001215241,0.002230922,0.001203166,0.0005391861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00134353,"about_ca_system_score_gemma":0.001692315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03131494,"about_ca_topic_score_gemma":0.04849012,"domain_scores_codex":[0.997395,0.0003516841,0.0002191355,0.0003196641,0.001256482,0.0004580051],"domain_scores_gemma":[0.983539,0.001763131,0.004503999,0.0003867915,0.006698459,0.003108615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000042257,0.00006588757,0.9859094,0.00002217996,0.00001410261,0.0000256974,0.001955381,0.00004921924,0.000175445,0.00002930034,0.0002664896,0.01144479],"study_design_scores_gemma":[5.915643e-7,0.00005472776,0.997118,0.00001336446,0.000002209135,0.00003273952,0.002232044,0.00007629769,0.00006658066,0.00001546715,0.0003815687,0.000006413899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978382,0.0002083131,0.0001385974,0.0001688247,0.00001011537,0.00001999947,0.0002434444,0.00001186191,0.001360698],"genre_scores_gemma":[0.9985946,0.0001601265,0.0001489541,0.00003975969,0.000005553646,0.0000251662,0.000314581,0.000004066243,0.000707105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03131494,"threshold_uncertainty_score":0.06226534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008955734359886126,"score_gpt":0.2258790359533051,"score_spread":0.216923301593419,"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."}}