{"id":"W1911741522","doi":"10.24908/pceea.v0i0.3791","title":"INTRODUCTING A NEW ENGINEERING COURSE: A LEARNING EXPERIENCE FOR STUDENTS AND FACULTY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Rubric; Course (navigation); Task (project management); GRASP; Computer science; Mathematics education; Presentation (obstetrics); Medical education; Multimedia; Engineering; Psychology; Software engineering; Medicine","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":[0.0002845977,0.0001867953,0.0001742677,0.0001891774,0.0001150474,0.00008451919,0.0002800645,0.0001562439,0.00001500014],"category_scores_gemma":[0.0007938882,0.0001911897,0.00005840034,0.000398637,0.00001337438,0.0002376229,0.00002594293,0.0002681111,0.000002397112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007548594,"about_ca_system_score_gemma":0.0001957962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001754644,"about_ca_topic_score_gemma":0.0002639445,"domain_scores_codex":[0.9989078,0.000001944023,0.0002715804,0.0001947259,0.0002551948,0.0003687225],"domain_scores_gemma":[0.9992492,0.00003426027,0.0001122341,0.00007705698,0.0002104914,0.0003168225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002413792,0.0003869225,0.6697006,0.006548619,0.001247828,3.939192e-7,0.09046689,0.02543207,0.04732301,0.01635545,0.1161015,0.02641258],"study_design_scores_gemma":[0.0009805566,0.00008733248,0.7947029,0.0008746549,0.0002409332,0.00002232747,0.002917616,0.06947668,0.01778852,0.0002839179,0.1112313,0.001393257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936958,0.000323079,0.0007172916,0.0007823954,0.003079964,0.0005210206,0.00001395688,0.0003606147,0.0005058969],"genre_scores_gemma":[0.9930564,0.00001783352,0.005429873,0.00003424427,0.0003757732,0.0001047143,0.000009779476,0.0000528553,0.0009185449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1250023,"threshold_uncertainty_score":0.7796488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555134532398451,"score_gpt":0.2452537466197342,"score_spread":0.2297024012957496,"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."}}