{"id":"W2910696159","doi":"10.24908/pceea.v0i0.12965","title":"So you need to choose a textbook: An investigation into first-year engineering calculus textbooks in Canada","year":2018,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Mathematics Education and Programs","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Syllabus; Calculus (dental); Mathematics education; Upload; Engineering education; Computer science; Mathematics; Engineering; Engineering management; Medicine; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007443971,0.0002360344,0.0002609033,0.0004609058,0.0002385994,0.0001671654,0.0004523162,0.0001485587,0.00007198667],"category_scores_gemma":[0.002791656,0.0002467471,0.00005733604,0.0008503667,0.000021887,0.0002719195,0.00003890831,0.000261858,0.0000160094],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006291277,"about_ca_system_score_gemma":0.003806912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7679895,"about_ca_topic_score_gemma":0.9568355,"domain_scores_codex":[0.9982479,0.00001142108,0.0005397606,0.0002794712,0.0004692006,0.0004522934],"domain_scores_gemma":[0.998067,0.00010612,0.0003456968,0.000229209,0.0007221297,0.000529797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002669592,0.0004509885,0.353604,0.003286628,0.0003305087,7.075726e-7,0.1381803,0.002040969,0.005203316,0.3508303,0.1388553,0.007190228],"study_design_scores_gemma":[0.003351929,0.000429693,0.5042321,0.005003476,0.0005047571,0.00003863428,0.03659704,0.1209165,0.03543332,0.0584518,0.2292179,0.005822815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901384,0.0000185328,0.00006971144,0.006382955,0.0013416,0.0008583543,0.00001323053,0.00009045131,0.001086814],"genre_scores_gemma":[0.9829617,0.000001312718,0.01448426,0.0004406399,0.000325923,0.0001656396,0.000008881659,0.00006469496,0.001546933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2923785,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01168536314968554,"score_gpt":0.2336097627390278,"score_spread":0.2219243995893422,"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."}}