{"id":"W2885361583","doi":"10.24908/pceea.v0i0.10566","title":"USING ACCOUNTABILITY LOGS TO ASSESS INDIVIDUAL STUDENT CONTRIBUTIONS TO CAPSTONE PROJECTS: WHAT HAPPENS WHEN ONE STUDENT ON A TEAM FAILS?","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Waterloo","funders":"","keywords":"Rubric; Capstone; Accountability; Grading (engineering); Capstone course; Social loafing; Psychology; Situated; Formative assessment; Coaching; Engineering education; Engineering ethics; Pedagogy; Engineering; Medical education; Engineering management; Computer science; Political science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008453843,0.000307868,0.0003071557,0.0006547165,0.0002566071,0.0006208382,0.000599656,0.0001866805,0.00005180813],"category_scores_gemma":[0.0008083257,0.0003283931,0.0000832197,0.001063394,0.00001919604,0.0005528313,0.00007748322,0.0003282406,0.00006266782],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009026643,"about_ca_system_score_gemma":0.0008254874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001995524,"about_ca_topic_score_gemma":0.005165119,"domain_scores_codex":[0.9977217,0.00001136407,0.0005089995,0.0003548648,0.0008002375,0.0006027838],"domain_scores_gemma":[0.9977008,0.00005044773,0.0001604565,0.000235207,0.001311192,0.0005419723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003363173,0.003047921,0.2409065,0.001578934,0.002837662,5.677741e-7,0.2235487,0.1178733,0.05193843,0.02183373,0.3283882,0.008012417],"study_design_scores_gemma":[0.0007583474,0.0002006638,0.8429019,0.001751822,0.0002697194,0.000008031639,0.01943053,0.002776442,0.02590036,0.00009170965,0.1042337,0.001676809],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889368,0.00004689389,0.0003717518,0.003202996,0.004257356,0.001490412,0.00007281312,0.0002465257,0.00137442],"genre_scores_gemma":[0.9939849,0.000008254908,0.004161002,0.0007275739,0.0004669333,0.0003143814,0.00001848694,0.00006460888,0.0002537941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6019953,"threshold_uncertainty_score":0.9999168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02940904040491587,"score_gpt":0.3043366461091818,"score_spread":0.2749276057042659,"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."}}