{"id":"W2128255813","doi":"10.24908/pceea.v0i0.4833","title":"THE ASSESSMENT OF LEADERSHIP OUTCOMES IN CAPSTONE PROJECTS USING ANONYMOUS PEER FEEDBACK","year":2013,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Capstone; Psychology; Task (project management); Shared leadership; Transformational leadership; Leadership style; Leadership; Accreditation; Transactional leadership; Medical education; Computer science; Engineering; Social psychology; 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":[0.0004916604,0.0001844783,0.0002136356,0.0003069734,0.0001017516,0.00009991355,0.0003307841,0.0001306492,0.00002411168],"category_scores_gemma":[0.0005403611,0.0001532198,0.00007415976,0.0006590874,0.00001983654,0.0002162779,0.00001802273,0.0002810953,0.000005291746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002865511,"about_ca_system_score_gemma":0.0006616926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005296652,"about_ca_topic_score_gemma":0.004092624,"domain_scores_codex":[0.9985912,0.000007036548,0.0004326398,0.0001370938,0.0004349948,0.0003970511],"domain_scores_gemma":[0.9988708,0.00006968925,0.000193022,0.0001278672,0.0006036151,0.0001350309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[8.34484e-7,0.0001744291,0.8576913,0.001002787,0.0003010306,8.954084e-8,0.004647382,0.05540151,0.01453831,0.004979793,0.05948829,0.001774229],"study_design_scores_gemma":[0.0001669925,0.000006475379,0.9688582,0.0001462238,0.00002097052,0.000001676764,0.001736778,0.02364742,0.002017493,0.00003375301,0.003110215,0.0002537593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892115,0.0001321819,0.00003082221,0.005064165,0.002204655,0.0007390528,0.000006696989,0.00009172609,0.002519172],"genre_scores_gemma":[0.9956206,0.00001075391,0.002035317,0.00007224237,0.00005409667,0.0001392761,0.000003404038,0.00004082218,0.002023464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1111669,"threshold_uncertainty_score":0.8006989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584347793864868,"score_gpt":0.2319763021661041,"score_spread":0.2161328242274554,"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."}}