{"id":"W2592005087","doi":"10.24908/pceea.v0i0.6468","title":"Optimum Frequency of Peer Evaluations in Capstone Design Courses","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reliability (semiconductor); Dysfunctional family; Psychology; Premise; Capstone; Peer review; Peer evaluation; Peer feedback; Applied psychology; Peer assessment; Computer science; Higher education; Clinical psychology; Mathematics education; Computer security","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":[0.001139326,0.0001336738,0.0001740412,0.0003364722,0.0001729604,0.0001246175,0.0004617381,0.0001410253,0.00006359302],"category_scores_gemma":[0.004393685,0.000145757,0.00005698386,0.0002797367,0.0000253958,0.0005355076,0.00001291443,0.0002358105,0.00001186581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482611,"about_ca_system_score_gemma":0.0009280306,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007205064,"about_ca_topic_score_gemma":0.004493868,"domain_scores_codex":[0.9988973,0.00001163145,0.0003340963,0.0001264511,0.0003855149,0.0002450069],"domain_scores_gemma":[0.9982242,0.0001055221,0.0003844364,0.0002053833,0.0009458543,0.0001345916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001162284,0.0005134226,0.4334135,0.001212999,0.0005732382,4.431351e-7,0.01538827,0.1192543,0.06778617,0.05385839,0.3007503,0.007237392],"study_design_scores_gemma":[0.0004801685,0.00002103434,0.9416468,0.0003295257,0.0001331613,0.000005072957,0.0008960121,0.02483463,0.01557018,0.001394548,0.01418483,0.000504092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8481124,0.0008963489,0.00118601,0.03304754,0.01311958,0.002498794,0.0001277292,0.0003170134,0.1006946],"genre_scores_gemma":[0.9937317,0.00002139219,0.003912545,0.00005028433,0.0001023561,0.00006882499,0.000005337155,0.00003240862,0.002075085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5082332,"threshold_uncertainty_score":0.999406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194009769331235,"score_gpt":0.2795834094031712,"score_spread":0.2576433117098589,"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."}}