{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005498353,0.0001014848,0.0001190835,0.0001003069,0.0004107803,0.0001172031,0.0003463509,0.0001266767,0.00004961691],"category_scores_gemma":[0.002476778,0.0001123436,0.00006000643,0.0006726034,0.00001912121,0.0002908694,0.00004417244,0.0001748298,0.00001996549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002181534,"about_ca_system_score_gemma":0.001660127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009064208,"about_ca_topic_score_gemma":0.0109828,"domain_scores_codex":[0.9990093,0.000006911156,0.0001604879,0.0001471647,0.0004140618,0.0002620539],"domain_scores_gemma":[0.998917,0.00006348706,0.0001933035,0.00004195901,0.0004618683,0.0003224218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001331476,0.00007105852,0.4143172,0.0002322019,0.0002417362,4.87403e-7,0.1605523,0.007783901,0.0005109491,0.08969722,0.3263041,0.0002755751],"study_design_scores_gemma":[0.001386401,0.00007593926,0.3052269,0.0007026266,0.0003964389,0.0000018614,0.04956527,0.01074596,0.003644781,0.001288462,0.6250038,0.001961641],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6978874,0.0003474797,0.0008438193,0.2434156,0.01047493,0.00347535,0.0000989488,0.001019287,0.04243721],"genre_scores_gemma":[0.9957373,0.000007660762,0.002530302,0.0003993934,0.000341717,0.00001550116,0.00000278124,0.00001631641,0.0009490119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2986996,"threshold_uncertainty_score":0.9975345,"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."}}