{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03669779,0.001719493,0.001123011,0.01109775,0.003691397,0.01067519,0.003988287,0.001786127,0.01166399],"category_scores_gemma":[0.09954108,0.0007305305,0.001288552,0.004804492,0.01046225,0.006774851,0.007173903,0.003008997,0.0007077304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01301244,"about_ca_system_score_gemma":0.01462498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00892401,"about_ca_topic_score_gemma":0.01093781,"domain_scores_codex":[0.9686187,0.02331596,0.001303191,0.00172617,0.004142531,0.0008934849],"domain_scores_gemma":[0.8539491,0.1198161,0.005946268,0.004391521,0.01238401,0.00351297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004230501,0.001965644,0.0171233,0.002263234,0.0001396259,0.0003215335,0.04922645,0.01175451,0.001625906,0.3226675,0.009493466,0.5829958],"study_design_scores_gemma":[0.000484243,0.001869598,0.03078108,0.00521665,0.0002584174,0.0008612024,0.08964203,0.1934637,0.007610265,0.5345103,0.1348933,0.0004092063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0879914,0.001535058,0.7317825,0.004716557,0.0003522317,0.00890633,0.000395898,0.001348612,0.1629715],"genre_scores_gemma":[0.3824657,0.0004961637,0.6073542,0.000274978,0.00005303507,0.004162922,0.0001802801,0.0001850783,0.004827596],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03669779,"threshold_uncertainty_score":0.1940788,"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."}}