{"id":"W4399030601","doi":"10.29007/fb3f","title":"A Case Study in Developing a Graduate Studies Course Focusing on Soft Skills in Teamwork","year":2024,"lang":"en","type":"article","venue":"EPiC series in built environment","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; École de Technologie Supérieure","funders":"","keywords":"Teamwork; Course (navigation); Soft skills; Computer science; Knowledge management; Medical education; Engineering management; Phase (matter); Engineering ethics; Engineering; Management; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.009611264,0.0009941653,0.000731616,0.001546682,0.01156313,0.003672385,0.002750257,0.00536235,0.003600305],"category_scores_gemma":[0.02159834,0.0008199161,0.0009084559,0.001089122,0.002876883,0.002388995,0.005409837,0.005831597,0.001077216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004174716,"about_ca_system_score_gemma":0.005317113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004244647,"about_ca_topic_score_gemma":0.01475556,"domain_scores_codex":[0.9883898,0.007815004,0.0003004951,0.0006749169,0.0012866,0.001533131],"domain_scores_gemma":[0.983601,0.006883924,0.0007551677,0.0006770322,0.001602947,0.006479921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005855445,0.02652922,0.03213125,0.001179314,0.00007583848,0.08951085,0.6049199,0.006164602,0.01468494,0.02848622,0.02056703,0.1751654],"study_design_scores_gemma":[0.0003595432,0.009383298,0.02588692,0.000889075,0.00006319137,0.02986083,0.702163,0.01182649,0.01525308,0.007445224,0.1966694,0.000199983],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937923,0.0003069172,0.02097789,0.00638731,0.0002503048,0.00125306,0.0001147796,0.0001104264,0.03267627],"genre_scores_gemma":[0.9301316,0.0008475924,0.04273847,0.001955096,0.0001364562,0.0008503727,0.0001448133,0.0001195614,0.02307612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01156313,"threshold_uncertainty_score":0.05082983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03566405813903711,"score_gpt":0.2978741710985253,"score_spread":0.2622101129594882,"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."}}