{"id":"W2130478878","doi":"10.24908/pceea.v0i0.4845","title":"FOSTERING TEAMWORK SKILLS USING COLLABORATION SOFTWARE IN ENGINEERING DESIGN EDUCATION","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Teamwork; Documentation; Knowledge management; Competence (human resources); Computer science; Engineering management; Engineering; Psychology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005435648,0.0002602132,0.0002286477,0.0007078914,0.000125472,0.0003176884,0.0003267944,0.0002421088,0.00008107235],"category_scores_gemma":[0.001778312,0.0002972199,0.00006436504,0.001466554,0.000009786695,0.001158032,0.0000349463,0.0003624847,0.00003563994],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004415864,"about_ca_system_score_gemma":0.00140708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003972204,"about_ca_topic_score_gemma":0.001045835,"domain_scores_codex":[0.9984792,0.0000176158,0.0005035903,0.0002303141,0.0003208512,0.0004483937],"domain_scores_gemma":[0.9984457,0.0001542417,0.0002649073,0.000161333,0.0007241326,0.0002496854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000007124016,0.0004865843,0.07623067,0.001897033,0.0002797734,2.435786e-7,0.009995103,0.697807,0.06982262,0.004064111,0.1106248,0.02878494],"study_design_scores_gemma":[0.001366556,0.00008091373,0.4133565,0.003513823,0.0003315792,0.00005919202,0.006234033,0.4535156,0.04040745,0.002468231,0.07499488,0.003671195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557198,0.001189384,0.007958257,0.004685869,0.01715174,0.004682275,0.00003273873,0.001006455,0.007573434],"genre_scores_gemma":[0.9760251,0.00002468487,0.02230436,0.0002034006,0.0002870808,0.0002841951,0.0000108333,0.00009308406,0.0007672377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3371259,"threshold_uncertainty_score":0.999948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009486918165602725,"score_gpt":0.2219325020691835,"score_spread":0.2124455839035808,"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."}}