{"id":"W2172029022","doi":"10.24908/pceea.v0i0.3738","title":"CLASSROOM ASSESSMENT AND DESIGN EDUCATION","year":2011,"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 Calgary","funders":"","keywords":"Capstone; Judgement; Context (archaeology); Engineering education; Work (physics); Quality (philosophy); Engineering; Design education; Engineering ethics; Engineering management; Mathematics education; Pedagogy; Computer science; Psychology; Mechanical engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01100198,0.0005524018,0.000853684,0.002067975,0.002459605,0.009526764,0.001642828,0.002080463,0.01310981],"category_scores_gemma":[0.04562498,0.0003249497,0.0002838165,0.001565433,0.005728764,0.004501674,0.006806126,0.004013382,0.002633884],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004049164,"about_ca_system_score_gemma":0.007610506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003151715,"about_ca_topic_score_gemma":0.004028933,"domain_scores_codex":[0.977834,0.0131366,0.0008244617,0.001505096,0.005934336,0.000765535],"domain_scores_gemma":[0.9672674,0.02009717,0.001800394,0.003026939,0.004829844,0.002978201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003366871,0.0006170315,0.004184188,0.0005589991,0.00001551539,0.0001437085,0.007158964,0.001110733,0.0007664111,0.1506102,0.03272563,0.802075],"study_design_scores_gemma":[0.00004447928,0.0003109684,0.006972204,0.002723287,0.0000149396,0.0009358044,0.01268202,0.00236191,0.001799286,0.2858621,0.6862302,0.00006285405],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04492331,0.03562902,0.1958451,0.0423631,0.001952521,0.00044394,0.0001759492,0.001230626,0.6774364],"genre_scores_gemma":[0.7566164,0.01735132,0.118495,0.005635732,0.0006775925,0.0008276385,0.0002610519,0.0003104086,0.09982483],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01310981,"threshold_uncertainty_score":0.0581848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009932835277418211,"score_gpt":0.2000344620996973,"score_spread":0.1901016268222791,"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."}}