{"id":"W2604188872","doi":"10.24908/pceea.v0i0.6496","title":"TEAM MIDTERM IN AN INTRODUCTORY PROCESS DESIGN COURSE","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Division of Chemistry","keywords":"Summative assessment; Formative assessment; Teamwork; Medical education; Mathematics education; Quality (philosophy); Process (computing); Psychology; Computer science; Medicine; 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":[0.0007777565,0.000162922,0.0001617511,0.0002471093,0.0002352319,0.0003097455,0.0006338357,0.0001535559,0.00004403937],"category_scores_gemma":[0.001471807,0.0001761822,0.00004024975,0.0002291606,0.00002167361,0.001037487,0.00001203618,0.000323162,0.0000119005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001538285,"about_ca_system_score_gemma":0.0008428589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001582913,"about_ca_topic_score_gemma":0.004355692,"domain_scores_codex":[0.9989637,0.00001093928,0.000267993,0.0001858062,0.0002523713,0.0003191489],"domain_scores_gemma":[0.9987546,0.00004729012,0.0002867692,0.0002474239,0.0004409083,0.0002230387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002410029,0.0006866075,0.6382797,0.001368341,0.0002990214,6.065996e-7,0.01915542,0.05629152,0.02111823,0.009021247,0.2386601,0.01509505],"study_design_scores_gemma":[0.0004306926,0.00002983128,0.9187472,0.0002433699,0.00008464693,0.00000753449,0.001223649,0.03361546,0.008660609,0.0005772751,0.03570131,0.000678368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634041,0.0002239702,0.00008819524,0.00705593,0.007005292,0.001031029,0.00001915582,0.0002687857,0.02090361],"genre_scores_gemma":[0.9975718,0.00001264715,0.0007632745,0.0001175585,0.0003358071,0.00008608531,0.000004511361,0.0000463333,0.001061955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2804675,"threshold_uncertainty_score":0.7184502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01211307452114646,"score_gpt":0.2546146192065026,"score_spread":0.2425015446853562,"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."}}