{"id":"W2886572311","doi":"10.24908/pceea.v0i0.10368","title":"Peer Evaluation: Enhancing learning Opportunities and Reducing Marking Effort","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":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"University of Saskatchewan","keywords":"Rubric; Grading (engineering); Peer assessment; Computer science; Medical education; Mathematics education; Psychology; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02461356,0.001077684,0.001073934,0.001572896,0.001041133,0.002883596,0.002511927,0.001024875,0.003601986],"category_scores_gemma":[0.1323309,0.0003512765,0.000464138,0.0007550541,0.0007879358,0.002407735,0.002956006,0.0009102477,0.0008628548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005736806,"about_ca_system_score_gemma":0.001617172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005350283,"about_ca_topic_score_gemma":0.0007238973,"domain_scores_codex":[0.9511448,0.0334404,0.002498574,0.002818732,0.009082717,0.001014801],"domain_scores_gemma":[0.8056057,0.1425745,0.0144982,0.01542474,0.01791929,0.003977529],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002794225,0.008327781,0.04122056,0.001185242,0.000139538,0.0003404397,0.006440949,0.005214868,0.04701555,0.001680324,0.003723305,0.8819171],"study_design_scores_gemma":[0.003329436,0.09243852,0.4109198,0.001715637,0.001322881,0.001992414,0.01260608,0.1289812,0.2823706,0.01596555,0.04750225,0.0008556477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9220652,0.0003234165,0.06601381,0.0005677739,0.0001555444,0.001842451,0.0000481872,0.001029334,0.007954302],"genre_scores_gemma":[0.9062325,0.0001567866,0.08897544,0.000113469,0.0001537149,0.001087378,0.00006979352,0.0001142692,0.003096559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9753864,"threshold_uncertainty_score":0.1301705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104715923231148,"score_gpt":0.2155233578581519,"score_spread":0.2044761986258404,"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."}}