{"id":"W3002497080","doi":"10.24908/pceea.vi0.13837","title":"DISCIPLINE-BASED EDUCATION RESEARCH (DBER) – WHAT IS IT, AND WHY SHOULD ENGINEERING EDUCATION RESEARCH SCHOLARS BE TALKING ABOUT IT MORE?","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Field (mathematics); Engineering ethics; Face (sociological concept); Graduate education; Order (exchange); Discipline; Sociology; Interdisciplinarity; Public relations; Political science; Knowledge management; Pedagogy; Engineering; Computer science; Social science; Business","routes":{"ca_aff":true,"ca_fund":false,"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":[0.1148949,0.0006644122,0.002072139,0.00770911,0.02318272,0.04936676,0.004684937,0.01065288,0.004755972],"category_scores_gemma":[0.1148226,0.0006884608,0.001010818,0.01468629,0.06756423,0.02939394,0.01568641,0.01191785,0.0017796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06225836,"about_ca_system_score_gemma":0.2037553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.19227,"about_ca_topic_score_gemma":0.2967621,"domain_scores_codex":[0.8786193,0.07096083,0.00419168,0.007709495,0.02901129,0.00950742],"domain_scores_gemma":[0.7668332,0.1101802,0.014286,0.0157713,0.05585318,0.03707618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005715977,0.0002195752,0.01651042,0.00317796,0.0001401558,0.0003668556,0.105518,0.0004087712,0.0008255916,0.4667622,0.05293637,0.3530769],"study_design_scores_gemma":[0.00002465433,0.00009080246,0.007980652,0.007715917,0.0000613509,0.0003171416,0.1654717,0.0002907192,0.0004749028,0.254953,0.562481,0.0001381458],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01775344,0.05919602,0.01436079,0.836499,0.003761478,0.0002065026,0.0001146268,0.0001211037,0.06798705],"genre_scores_gemma":[0.6313946,0.1208554,0.04869475,0.1732555,0.003444364,0.0003604234,0.0002856211,0.0002687531,0.02144068],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.19227,"threshold_uncertainty_score":0.6076297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0740800455418983,"score_gpt":0.4202999943222248,"score_spread":0.3462199487803265,"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."}}