{"id":"W3035989586","doi":"10.24908/pceea.vi0.14141","title":"INCLUSIVE TEAMWORK DESIGN WITHIN A FIRST YEAR ENGINEERING COURSE","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Teamwork; Formative assessment; Engineering education; Function (biology); Identity (music); Best practice; Engineering; Psychology; Medical education; Mathematics education; Engineering management; Pedagogy; Engineering ethics; Political science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00815795,0.000355235,0.000310482,0.0007559572,0.004108222,0.003782323,0.001902175,0.0007479442,0.003477441],"category_scores_gemma":[0.01288804,0.0003103272,0.0003538351,0.000458982,0.001687883,0.001751955,0.005888363,0.001231086,0.0008477907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002539108,"about_ca_system_score_gemma":0.005514138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001143123,"about_ca_topic_score_gemma":0.003924909,"domain_scores_codex":[0.9935976,0.0035422,0.0002184346,0.0007534468,0.0009548223,0.0009334696],"domain_scores_gemma":[0.9892132,0.002521605,0.001011433,0.001161302,0.001038953,0.005053577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005599702,0.008856599,0.07122173,0.0006830908,0.00008342882,0.000912497,0.1259478,0.004973264,0.009635252,0.0196413,0.008955124,0.7485299],"study_design_scores_gemma":[0.0008240811,0.02086363,0.2096548,0.001728595,0.0002449382,0.001888912,0.349283,0.02138346,0.02567836,0.07193618,0.2962514,0.0002625345],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9260731,0.0002366755,0.05293828,0.001170445,0.0001463381,0.0007280776,0.00003815278,0.0001804238,0.01848854],"genre_scores_gemma":[0.9367072,0.0001681688,0.05497794,0.0003010988,0.00002113854,0.0008898372,0.00006850874,0.00004590939,0.006820326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00815795,"threshold_uncertainty_score":0.04314387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01035013521234952,"score_gpt":0.207997939391107,"score_spread":0.1976478041787575,"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."}}