{"id":"W3026027571","doi":"","title":"An exploratory study of teamwork processes and perceived team effectiveness in engineering capstone design teams","year":2020,"lang":"en","type":"article","venue":"International journal of engineering education","topic":"Design Education and Practice","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Capstone; Teamwork; Medical education; Psychology; Engineering education; Team effectiveness; Engineering; Capstone course; Work (physics); Knowledge management; Engineering management; Computer science; Medicine; Management; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004037063,0.0001352446,0.0001965664,0.0003349175,0.00001009551,0.00004626867,0.0002252507,0.00004447977,0.000007868613],"category_scores_gemma":[0.0005786659,0.0001454436,0.00002034502,0.0002784551,0.000007137322,0.0006948444,0.00001047534,0.0002398998,0.000001403804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001346739,"about_ca_system_score_gemma":0.0002081735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008118363,"about_ca_topic_score_gemma":0.000002269459,"domain_scores_codex":[0.9991016,0.00006294375,0.0003869521,0.0001099875,0.0002431321,0.00009533517],"domain_scores_gemma":[0.9990788,0.0002704917,0.0001148795,0.00007620727,0.00034404,0.0001156286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0001140972,0.0007585227,0.005369713,0.0004366483,0.0001527652,0.000007326405,0.02737269,0.8841823,0.07869391,0.00003429065,0.0001369755,0.002740778],"study_design_scores_gemma":[0.007259598,0.003566457,0.4661518,0.003659566,0.000328711,0.0004733024,0.06922001,0.3882565,0.05622102,0.0001173141,0.002774068,0.00197166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9607813,0.0004514886,0.03730666,0.00006540321,0.001126164,0.0001976755,0.000001126158,0.00004573093,0.00002449925],"genre_scores_gemma":[0.9966363,0.00007905994,0.002896868,0.00001917379,0.0003099619,0.00002314662,0.000002310267,0.00003170843,0.000001465791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4959258,"threshold_uncertainty_score":0.5931016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01641308027955839,"score_gpt":0.2823711912486734,"score_spread":0.265958110969115,"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."}}