{"id":"W3180394220","doi":"10.24908/pceea.vi0.14881","title":"FIRST YEAR COMMUNICATIONS CLASSES: APPLICATIONS OF CRITICAL EVALUATION OF INFORMATION IN A PROBLEM-BASED LEARNING FRAMEWORK","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Variety (cybernetics); Context (archaeology); Multidisciplinary approach; Scope (computer science); Knowledge management; Sustainability; Computer science; Psychological intervention; Information seeking; Engineering ethics; Psychology; Engineering; Sociology; Social science; Library science","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":[0.0007301392,0.0001205504,0.0001802556,0.0004208246,0.00007432041,0.00003951937,0.0002993948,0.0001660217,0.00004238809],"category_scores_gemma":[0.00228051,0.0001404431,0.00006611656,0.00127495,0.00002674514,0.0002516976,0.00002447827,0.0003127354,0.000004421727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001637608,"about_ca_system_score_gemma":0.001270184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000460058,"about_ca_topic_score_gemma":0.001600418,"domain_scores_codex":[0.9986954,0.00001589699,0.0005413362,0.0001001028,0.0004559444,0.0001913374],"domain_scores_gemma":[0.997571,0.0001520082,0.0002257891,0.0002004884,0.001755247,0.0000954851],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002772282,0.000502697,0.1610904,0.004762032,0.0001647449,2.752402e-8,0.007606423,0.6887802,0.001653025,0.1266567,0.004799178,0.003981798],"study_design_scores_gemma":[0.001164057,0.00003867598,0.3836294,0.003145503,0.0003592796,0.00000466763,0.006034846,0.4987123,0.01602209,0.004569251,0.08525828,0.001061719],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8367479,0.004857676,0.04100605,0.03694322,0.007914262,0.009348682,0.0004005189,0.001272191,0.06150943],"genre_scores_gemma":[0.9744862,0.00003152964,0.02499086,0.00002785276,0.00002677758,0.0003367621,0.00003956998,0.00002022445,0.00004017043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.222539,"threshold_uncertainty_score":0.5727101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007593652806287175,"score_gpt":0.239645336420023,"score_spread":0.2320516836137358,"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."}}