{"id":"W4386242145","doi":"10.1109/procomm57838.2023.00048","title":"Workshop: Teaming up for Stronger Communication – An Integrated Approach to Teamwork and Communication Instruction","year":2023,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Teamwork; Process (computing); Computer science; Product (mathematics); Collaborative software; Knowledge management; Management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002447955,0.0001095979,0.0001032324,0.0001848195,0.0001134258,0.00006773016,0.0001758997,0.0000836403,0.0000120338],"category_scores_gemma":[0.00004577778,0.0001144525,0.00001763281,0.0004026494,0.00001832845,0.0001931252,0.00003234157,0.0001460879,0.00001393613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005452042,"about_ca_system_score_gemma":0.00001087245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003334388,"about_ca_topic_score_gemma":0.00005043428,"domain_scores_codex":[0.9994689,0.00002941189,0.0001636301,0.0001251405,0.00005717135,0.0001557675],"domain_scores_gemma":[0.9992986,0.00009583395,0.00001592488,0.0004523147,0.00005331038,0.00008401954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003843446,0.0000976404,0.0005372423,0.0002704299,0.0001048087,6.158601e-8,0.01889633,0.392107,0.003398202,0.02355615,0.04419297,0.5168008],"study_design_scores_gemma":[0.0005898476,0.00003366942,0.006269934,0.00008014053,0.00002122049,0.000007226469,0.01408651,0.870031,0.0007545615,0.0004577629,0.1072328,0.0004352984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6911622,0.0002938256,0.2970486,0.0005669624,0.0006138324,0.0008461312,0.00001448087,0.002661484,0.006792503],"genre_scores_gemma":[0.9254912,0.000145103,0.07227984,0.00003714669,0.00004413939,0.0002199574,0.0004854161,0.00004294347,0.001254245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5163655,"threshold_uncertainty_score":0.4667238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04221805495797101,"score_gpt":0.3017594095346863,"score_spread":0.2595413545767153,"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."}}