{"id":"W3036385013","doi":"10.24908/pceea.vi0.14182","title":"SIX DEGREES OF CHEM & BACON","year":2020,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"University of Waterloo","keywords":"Workload; Grading (engineering); Graduation (instrument); Class (philosophy); Mathematics education; Course (navigation); Point (geometry); Computer science; Reflection (computer programming); Multimedia; Engineering; Psychology; Mathematics; Mechanical engineering; Artificial intelligence","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":[0.001250336,0.001186835,0.0005626978,0.0008814445,0.003864147,0.003781669,0.001604816,0.001242274,0.3938217],"category_scores_gemma":[0.002679737,0.0003593651,0.0004710807,0.0005399704,0.001263232,0.001417341,0.005618928,0.002342065,0.1406901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002814545,"about_ca_system_score_gemma":0.00606179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00656096,"about_ca_topic_score_gemma":0.02134793,"domain_scores_codex":[0.9986743,0.0001165388,0.00005273505,0.0001687138,0.0006420156,0.0003457088],"domain_scores_gemma":[0.995845,0.00008786916,0.0001201078,0.0001276436,0.0007482403,0.003071135],"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":[0.0002690108,0.0008521837,0.005945023,0.0003111422,0.000008295287,0.0003919355,0.001020003,0.0003381319,0.005050266,0.02058876,0.702866,0.2623593],"study_design_scores_gemma":[0.00001618614,0.0002848666,0.009829351,0.0001234419,0.000002739849,0.0003121948,0.0007488163,0.0004249364,0.001382235,0.005189405,0.9816706,0.0000151924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04741553,0.001193228,0.005583563,0.02230163,0.004304488,0.0005395274,0.001635098,0.001167876,0.915859],"genre_scores_gemma":[0.09722808,0.0009892636,0.006777995,0.004000299,0.0003709576,0.0002433349,0.001184273,0.0001843566,0.8890215],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3938217,"threshold_uncertainty_score":0.8646398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668360236860419,"score_gpt":0.2409068345480913,"score_spread":0.2242232321794871,"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."}}