{"id":"W2103963739","doi":"10.24908/pceea.v0i0.3731","title":"ARE MANY HEADS BETTER THAN ONE? USING PEER REVIEW IN ENGINEERING DESIGN COURSES","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Technical peer review; Engineering management; Peer review; Work (physics); Engineering education; Computer science; Software engineering; Engineering; Engineering ethics; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.06171761,0.0005430942,0.00105616,0.001207542,0.004720345,0.006701807,0.002062863,0.002030158,0.007814461],"category_scores_gemma":[0.20537,0.0005118872,0.0005696337,0.001047844,0.002557948,0.008668959,0.002738775,0.002140591,0.002573774],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001429611,"about_ca_system_score_gemma":0.003018044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001542583,"about_ca_topic_score_gemma":0.002701966,"domain_scores_codex":[0.8622987,0.1084584,0.002679576,0.004571076,0.01909732,0.00289507],"domain_scores_gemma":[0.7486233,0.1886025,0.01596879,0.01731668,0.01930557,0.01018323],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001181496,0.006187462,0.07570836,0.00118658,0.000226432,0.001327144,0.1286989,0.0006326943,0.01266964,0.009494521,0.03218764,0.7304992],"study_design_scores_gemma":[0.001571559,0.01874539,0.1730435,0.00239206,0.0009883542,0.007086816,0.3166033,0.01558344,0.02837675,0.03259445,0.4016885,0.00132594],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9003264,0.00132852,0.02335236,0.01671124,0.000768636,0.001342892,0.00005817202,0.0005969121,0.05551486],"genre_scores_gemma":[0.9715413,0.0006548694,0.01693426,0.002284614,0.0002946954,0.0003199783,0.00003465249,0.0000807863,0.007854873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9985704,"threshold_uncertainty_score":0.3263978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04790448083901653,"score_gpt":0.2182176064658969,"score_spread":0.1703131256268804,"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."}}