{"id":"W2137162916","doi":"10.24908/pceea.v0i0.4844","title":"THE INFLUENCE OF PERSONALITY TYPE ON TEAMWORK IN ENGINEERING EDUCATION","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Extraversion and introversion; Psychology; Personality; Preference; Teamwork; Personality type; Social psychology; Applied psychology; Big Five personality traits; Mathematics; Management","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0005404642,0.0001528895,0.0001427857,0.0002622789,0.00009630925,0.0001032899,0.0003379777,0.0001283915,0.0000347294],"category_scores_gemma":[0.002286302,0.0001375676,0.00005200517,0.0008744608,0.00001517007,0.0003598035,0.00001134794,0.0003388946,0.00003018066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652214,"about_ca_system_score_gemma":0.0007600463,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006911004,"about_ca_topic_score_gemma":0.001401734,"domain_scores_codex":[0.9989387,0.00001057155,0.0003555718,0.0001330304,0.000281728,0.0002803315],"domain_scores_gemma":[0.9986261,0.0002219367,0.0002137442,0.000149503,0.0006469674,0.0001417338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002649813,0.0005706851,0.3276304,0.002581166,0.0004158861,8.570221e-8,0.01223407,0.299182,0.04156624,0.08018593,0.2204217,0.01518544],"study_design_scores_gemma":[0.0001141161,0.00002176384,0.9352165,0.0003650603,0.00002531973,0.0000020856,0.0007173193,0.006847329,0.002016635,0.0002647724,0.05412027,0.0002887716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9891666,0.0002129796,0.000003652783,0.002946384,0.001868519,0.0004526358,0.000004090496,0.00006637826,0.005278767],"genre_scores_gemma":[0.9982841,0.00004685379,0.000292503,0.0001607271,0.0001251762,0.0001107275,0.000003347442,0.000032539,0.0009440334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6075862,"threshold_uncertainty_score":0.999702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004905483764280839,"score_gpt":0.2038398030170996,"score_spread":0.1989343192528188,"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."}}