{"id":"W3209488215","doi":"10.24908/pceea.vi0.14850","title":"WHAT IS AN ENGINEER: STUDY DESCRIPTION AND CODEBOOOK DEVELOPMENT","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":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Alberta; École de Technologie Supérieure","funders":"University of Manitoba","keywords":"Normative; Engineering education; Complementarity (molecular biology); Lexicon; Perspective (graphical); Identity (music); Similarity (geometry); Engineering ethics; Computer science; Mathematics education; Psychology; Engineering; Epistemology; Engineering management; Artificial intelligence","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":[0.02018469,0.0007043009,0.001125935,0.007183551,0.006422742,0.005793049,0.002026605,0.002171003,0.009879719],"category_scores_gemma":[0.03762776,0.0009592592,0.00069874,0.007567225,0.003999982,0.004255179,0.004094775,0.003503863,0.003447118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009928948,"about_ca_system_score_gemma":0.01829944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02221349,"about_ca_topic_score_gemma":0.0307926,"domain_scores_codex":[0.9912519,0.004213003,0.001426472,0.0009144057,0.0013264,0.0008677227],"domain_scores_gemma":[0.9735501,0.01561773,0.001390773,0.001222312,0.006663702,0.001555274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003160019,0.001385473,0.04664435,0.006695889,0.00002354896,0.003556531,0.6418179,0.0005997907,0.003925432,0.02436246,0.03307022,0.2376024],"study_design_scores_gemma":[0.0001132585,0.0002578458,0.03507778,0.006161203,0.00001830069,0.001452686,0.6561048,0.0008131238,0.002431816,0.009102334,0.2883182,0.0001485533],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6333253,0.01033921,0.1171922,0.0242243,0.001301045,0.111508,0.02997626,0.0004652753,0.07166836],"genre_scores_gemma":[0.4092389,0.01810342,0.1366486,0.007788885,0.0002789089,0.3825674,0.01439332,0.0005263608,0.03045425],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02221349,"threshold_uncertainty_score":0.1067482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008304006521066642,"score_gpt":0.1978154488943111,"score_spread":0.1895114423732445,"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."}}