{"id":"W2324044727","doi":"","title":"A Two-Day Short Course by Dr. Gordon Fenton, Professor of Civil Engineering and Engineering Mathematics at Dalhousie University and Dr. Vaughan Griffiths, Professor of Civil Engineering at the Colorado School of Mines","year":2016,"lang":"en","type":"article","venue":"","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Course (navigation); Engineering; Mathematics education; Engineering physics; Library science; Mathematics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004355473,0.0004448139,0.0005957016,0.0002151666,0.00006165102,0.0000147137,0.0002859019,0.000164554,0.0001332172],"category_scores_gemma":[0.0001343458,0.0003418549,0.00008592783,0.0004100902,0.00008237245,0.0001969981,0.0002451608,0.0001778458,0.000003243298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002304839,"about_ca_system_score_gemma":0.0000761663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002432514,"about_ca_topic_score_gemma":0.0007583093,"domain_scores_codex":[0.998236,0.00002189128,0.0006242361,0.0003127112,0.0003505082,0.0004546759],"domain_scores_gemma":[0.9987587,0.0003194386,0.0001291445,0.0004192034,0.0001452126,0.0002283129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005485043,0.0004722504,0.0234954,0.00716122,0.001220317,0.00001205424,0.005111938,0.0394556,0.8934337,0.00236985,0.02666003,0.0005527182],"study_design_scores_gemma":[0.006853384,0.0004208908,0.1151459,0.006788422,0.001009111,0.000188901,0.004150634,0.2233649,0.5780986,0.0000258327,0.05972037,0.004233067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898372,0.001154538,0.006750779,0.0004322861,0.0004687112,0.000711304,0.00006300015,0.0003000455,0.000282108],"genre_scores_gemma":[0.991534,0.0004383723,0.001853628,0.000005497835,0.00004372581,0.00003022873,0.00001382617,0.0001017208,0.005978999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3153352,"threshold_uncertainty_score":0.9999033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006532111380934459,"score_gpt":0.2056488035549784,"score_spread":0.1991166921740439,"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."}}