{"id":"W2149535511","doi":"10.24908/pceea.v0i0.3724","title":"FRIENDS OF DESIGN: BUILDING A TECHNICAL SUPPORT COMMUNITY FOR CAPSTONE PROJECTS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Capstone; Premise; Public relations; Resource (disambiguation); Cohesion (chemistry); Psychology; Knowledge management; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.006997282,0.0009145134,0.0003198964,0.003314919,0.01504178,0.009189464,0.003895674,0.003245402,0.03361249],"category_scores_gemma":[0.01574789,0.001058171,0.0008045294,0.001583831,0.004580043,0.01391416,0.0197638,0.002715885,0.01119242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002940449,"about_ca_system_score_gemma":0.006006274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002408077,"about_ca_topic_score_gemma":0.006468121,"domain_scores_codex":[0.992817,0.003724814,0.0001711819,0.0009819064,0.001401544,0.0009035825],"domain_scores_gemma":[0.9844705,0.002324,0.0006249619,0.001656969,0.001530742,0.009392914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003825454,0.002105557,0.01208054,0.0004596231,0.00006302517,0.002752793,0.149513,0.001713577,0.005362693,0.05367861,0.2798195,0.4920685],"study_design_scores_gemma":[0.0001038289,0.0005477649,0.002650572,0.0002015543,0.00004034636,0.0007863052,0.04387934,0.004251125,0.001518773,0.01187874,0.9339705,0.0001712152],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3357654,0.002395184,0.2257106,0.02806266,0.003025877,0.003067597,0.0004839342,0.01804874,0.38344],"genre_scores_gemma":[0.6225079,0.001128089,0.1734413,0.002956614,0.0008962094,0.00226698,0.001269391,0.003113404,0.1924201],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03361249,"threshold_uncertainty_score":0.112445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03818742124754475,"score_gpt":0.2497266456088133,"score_spread":0.2115392243612686,"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."}}