{"id":"W1890939794","doi":"10.24908/pceea.v0i0.3079","title":"Interactive First-year Engineering Seminar Series","year":2010,"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":"Series (stratigraphy); Computer science; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.002923087,0.001493844,0.0008823877,0.001323806,0.002344396,0.003519238,0.00315378,0.001417257,0.2664371],"category_scores_gemma":[0.005503832,0.0004249745,0.0009104586,0.0006556369,0.0005503582,0.001272759,0.00386358,0.002591137,0.08535814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003025513,"about_ca_system_score_gemma":0.004103958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001905068,"about_ca_topic_score_gemma":0.006461224,"domain_scores_codex":[0.9985743,0.0001430784,0.00005460225,0.0002348014,0.0006293914,0.0003638177],"domain_scores_gemma":[0.9909956,0.0005683365,0.0002125041,0.0004244931,0.002383698,0.005415373],"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":[0.0004386238,0.00104115,0.0008837613,0.0002542909,0.00001019394,0.0003660899,0.0006668604,0.0004814373,0.004538581,0.003772022,0.8680211,0.1195258],"study_design_scores_gemma":[0.0000701807,0.0005055261,0.00521436,0.000115502,0.000006477157,0.0002398078,0.000374448,0.0004005544,0.001860004,0.002125681,0.9890612,0.00002620071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05727278,0.004390868,0.0160534,0.01361848,0.05431295,0.002433396,0.007768228,0.007935329,0.8362146],"genre_scores_gemma":[0.106991,0.001790471,0.007923586,0.00221808,0.007260638,0.0009560824,0.006075754,0.001143731,0.8656407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2664371,"threshold_uncertainty_score":0.8913208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002796795983713219,"score_gpt":0.1871408497571923,"score_spread":0.1843440537734791,"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."}}