{"id":"W1798199853","doi":"10.24908/pceea.v0i0.3729","title":"DEVELOPMENT OF AN ENGINEERING PORTFOLIO SYSTEM","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Portfolio; Current (fluid); Development (topology); Computer science; Systems engineering; Electronic portfolio; Engineering management; Business; Engineering; Electrical engineering; Mathematics; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003838004,0.0002109732,0.0002330434,0.0004846021,0.00007282323,0.00003131754,0.0003831255,0.0001821624,0.00004884892],"category_scores_gemma":[0.0001835496,0.0002270166,0.00007706536,0.0005360245,0.000008964251,0.000250567,0.00001659329,0.0002134385,0.000009405648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001690385,"about_ca_system_score_gemma":0.0005855718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001293102,"about_ca_topic_score_gemma":0.001046442,"domain_scores_codex":[0.998704,0.000002991666,0.0005074298,0.0001599588,0.0002818712,0.0003437393],"domain_scores_gemma":[0.9989173,0.00001746314,0.0002017115,0.0001610316,0.0004199375,0.0002825821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003358164,0.001289772,0.1327291,0.02363678,0.003160605,0.000002378971,0.1331233,0.1316881,0.242608,0.2523556,0.047471,0.03190181],"study_design_scores_gemma":[0.0007078448,0.00005637567,0.5570979,0.001402175,0.0002336837,0.00004254892,0.004647596,0.09262778,0.2363908,0.00005570902,0.1047729,0.001964733],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980192,0.0001276587,0.0002210311,0.00005513326,0.003541723,0.0003550508,0.00001940666,0.000470127,0.01501784],"genre_scores_gemma":[0.9807565,0.000003699193,0.01859066,0.00001527278,0.0001290174,0.00006080939,0.00001030787,0.00006849582,0.0003652801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4243688,"threshold_uncertainty_score":0.925747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169510231449917,"score_gpt":0.1926831390466227,"score_spread":0.1809880367321235,"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."}}