{"id":"W3002303888","doi":"10.24908/pceea.vi0.13760","title":"REVELATIONS OF A COLLABORATIVE MIDTERM IN AN ENGINEERING TECHNOLOGY MANAGEMENT COURSE","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Test (biology); Test anxiety; Psychology; Perspective (graphical); Medical education; Work (physics); Mathematics education; Engineering ethics; Engineering; Engineering management; Anxiety; Knowledge management; Computer science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02146164,0.0005438293,0.0004369925,0.001197955,0.00352061,0.003998701,0.001705673,0.002522173,0.002303493],"category_scores_gemma":[0.1162297,0.0004576134,0.0006359206,0.0004443357,0.002552147,0.002228634,0.00634384,0.00559177,0.0007954313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002009181,"about_ca_system_score_gemma":0.002665941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001334634,"about_ca_topic_score_gemma":0.002715866,"domain_scores_codex":[0.9804121,0.009289797,0.0009526737,0.001568355,0.006549963,0.001227165],"domain_scores_gemma":[0.9054497,0.03779071,0.01760328,0.008178511,0.01626888,0.01470896],"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":[0.002380599,0.008918446,0.2471827,0.0007810655,0.0001856064,0.007736142,0.2450607,0.001335511,0.04679314,0.0200258,0.0206781,0.3989222],"study_design_scores_gemma":[0.0002147312,0.03191901,0.5171794,0.0007821986,0.0001403428,0.01175441,0.221862,0.0100557,0.05891968,0.01835156,0.1280373,0.000783655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788108,0.0001274636,0.009654809,0.004051744,0.0002790902,0.0001896591,0.00004369829,0.0001949575,0.006647849],"genre_scores_gemma":[0.9866109,0.00006312069,0.005680772,0.0009026978,0.00006799662,0.0001185459,0.00005183073,0.00003245947,0.00647165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02146164,"threshold_uncertainty_score":0.1135013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001802522852413771,"score_gpt":0.1842419087192027,"score_spread":0.1824393858667889,"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."}}