{"id":"W2119368778","doi":"10.24908/pceea.v0i0.3123","title":"Publishing undergraduate engineering designs, a case study","year":2010,"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 Guelph","funders":"","keywords":"Publishing; Term (time); Engineering management; Engineering; Mathematics education; Engineering ethics; Computer science; Software engineering; Psychology; 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003692848,0.0004265375,0.0003080067,0.001434687,0.003603752,0.002833838,0.00111242,0.001707112,0.01028912],"category_scores_gemma":[0.01445483,0.0003781944,0.0003335575,0.002084959,0.001433087,0.00143986,0.001176881,0.001322234,0.001630566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001702162,"about_ca_system_score_gemma":0.002291899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507101,"about_ca_topic_score_gemma":0.01232397,"domain_scores_codex":[0.9972358,0.00134265,0.000163266,0.0001825991,0.000875024,0.0002006055],"domain_scores_gemma":[0.9890871,0.006869276,0.0004585351,0.001153039,0.001222134,0.001209872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005682764,0.0104202,0.0299773,0.001131087,0.00004424452,0.0260226,0.1535387,0.003703377,0.01070858,0.04261867,0.07820506,0.6430619],"study_design_scores_gemma":[0.0004164148,0.005448389,0.03813865,0.0008042923,0.00008117778,0.01925239,0.1178128,0.003764853,0.0142747,0.01379913,0.7860987,0.0001084813],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8668082,0.002121283,0.01063122,0.002371198,0.0004274861,0.0005983209,0.000247278,0.0001741627,0.1166208],"genre_scores_gemma":[0.8961169,0.00249235,0.01892282,0.0005776306,0.0001515209,0.0001866962,0.0003101778,0.00009032613,0.08115155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9971662,"threshold_uncertainty_score":0.03442049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006720457500610945,"score_gpt":0.1975210334576457,"score_spread":0.1908005759570348,"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."}}