{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007721834,0.0001734044,0.0002268161,0.0003858923,0.0001198326,0.00002450615,0.0004066367,0.0002109978,0.00003872961],"category_scores_gemma":[0.0007663647,0.0001849791,0.0001043286,0.0005034916,0.00002286005,0.0001654979,0.00001958714,0.0003485592,0.000002059537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00097949,"about_ca_system_score_gemma":0.000577325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003099161,"about_ca_topic_score_gemma":0.001402493,"domain_scores_codex":[0.9989806,0.000009208886,0.0003778906,0.0001163926,0.0001912467,0.0003246337],"domain_scores_gemma":[0.9988583,0.0001037884,0.0001943853,0.0001629143,0.0005073974,0.0001731956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005553621,0.001234109,0.07267749,0.009612464,0.001414275,2.993878e-7,0.06760719,0.0350029,0.2948871,0.1272693,0.3850086,0.005230649],"study_design_scores_gemma":[0.002013966,0.0005364285,0.3671477,0.001333297,0.0007753444,0.00005872822,0.006028007,0.03541283,0.4875279,0.00298221,0.09335723,0.002826339],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9240949,0.000384886,0.01516079,0.001673407,0.01158292,0.004128034,0.000218232,0.001377045,0.04137986],"genre_scores_gemma":[0.9773258,0.000007371097,0.02177842,0.00004408399,0.00009505076,0.0001810772,0.000009615776,0.00005706984,0.0005015046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2944702,"threshold_uncertainty_score":0.7543227,"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."}}