{"id":"W2599269676","doi":"10.24908/pceea.v0i0.6474","title":"WHY DOES IT MATTER? EXPLAINING THE IMPORTANCE OF COMPLEMENTARY STUDIES TO FIRST-YEAR ENGINEERING STUDENTS","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"University of Guelph","keywords":"Curriculum; Soft skills; Accreditation; Psychology; Engineering education; Medical education; Mathematics education; Pedagogy; Engineering; Engineering management; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.01518896,0.0004443912,0.0006011362,0.001403813,0.01038763,0.009788178,0.001576337,0.00536117,0.003334694],"category_scores_gemma":[0.03523658,0.0004469146,0.0006640156,0.001380223,0.01368175,0.0070291,0.00765878,0.008969105,0.0005457225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007152237,"about_ca_system_score_gemma":0.01538659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02887102,"about_ca_topic_score_gemma":0.06346621,"domain_scores_codex":[0.9926755,0.003886081,0.0002366523,0.0003557406,0.001408298,0.001437672],"domain_scores_gemma":[0.9552551,0.02951991,0.002743138,0.0007139285,0.004483141,0.00728478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000159166,0.0008637789,0.06492282,0.001110323,0.00004112833,0.003344523,0.7360588,0.0002216302,0.00211153,0.0556808,0.04895616,0.08652931],"study_design_scores_gemma":[0.00007138321,0.0002834459,0.04954226,0.002030996,0.00006872827,0.001457776,0.7199093,0.0006135692,0.001285443,0.04122218,0.1833698,0.0001451488],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5055178,0.009471144,0.006198718,0.424776,0.002681866,0.0002257957,0.00009746581,0.00008628226,0.05094486],"genre_scores_gemma":[0.953573,0.0059793,0.002644057,0.03132893,0.0004943493,0.0001027793,0.00003914422,0.0000451679,0.005793204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02887102,"threshold_uncertainty_score":0.08032787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080126082672483,"score_gpt":0.2523347699004664,"score_spread":0.2415335090737415,"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."}}