{"id":"W4233240891","doi":"10.24908/pceea.v0i0.3855","title":"EDESIGN","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; Molson Foundation","keywords":"Scope (computer science); Bridge (graph theory); Computer science; Modular design; Architecture; Collaborative software; Multimedia; Software; Software engineering; Human–computer interaction; World Wide Web","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001390163,0.0008162864,0.0005668208,0.00197097,0.0008139706,0.004491134,0.001373475,0.001326667,0.4181941],"category_scores_gemma":[0.002725222,0.0004626756,0.0004807486,0.001337683,0.0005571999,0.003249248,0.003252401,0.001697873,0.2024598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009873323,"about_ca_system_score_gemma":0.001702007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192487,"about_ca_topic_score_gemma":0.003048157,"domain_scores_codex":[0.9991787,0.00009315126,0.00004768717,0.0001689977,0.0004030151,0.0001083769],"domain_scores_gemma":[0.9986381,0.0001839321,0.00005891042,0.0003228223,0.0004462241,0.0003500135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005554646,0.0002790789,0.001152495,0.0004458239,0.00001757427,0.0004385754,0.0004403192,0.000648621,0.003878338,0.0519769,0.490838,0.4493288],"study_design_scores_gemma":[0.00003466332,0.0000329606,0.0004187452,0.00006033164,0.000004482541,0.0002449876,0.00004067864,0.0005217194,0.001081524,0.002434134,0.9951144,0.000011341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005052388,0.001293789,0.03902982,0.001979876,0.001063681,0.0002454134,0.005718792,0.04199384,0.9036224],"genre_scores_gemma":[0.01665543,0.0009472885,0.02026709,0.0005817377,0.0001342329,0.0001713019,0.01111705,0.003924732,0.9462011],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5818058,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007098157188369184,"score_gpt":0.1682801583328917,"score_spread":0.1611820011445225,"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."}}