{"id":"W3193017087","doi":"10.18260/1-2--37090","title":"Entering the Discipline of Engineering Education Research: A Thematic Analysis","year":2024,"lang":"en","type":"article","venue":"2021 ASEE Virtual Annual Conference Content Access Proceedings","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Thematic analysis; Grounded theory; Axial coding; Sociology; Engineering education; Qualitative research; Engineering ethics; Pedagogy; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005388336,0.000224223,0.0002795867,0.0007027764,0.00008534102,0.0005618004,0.0006189467,0.00006734255,0.0002608105],"category_scores_gemma":[0.0001767684,0.0001637673,0.000129368,0.002187402,0.00006364907,0.0007108834,0.000187398,0.0003947819,0.00003122952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001212631,"about_ca_system_score_gemma":0.0001195487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002623618,"about_ca_topic_score_gemma":0.000006319184,"domain_scores_codex":[0.9984685,0.00001044087,0.0004454159,0.0002914469,0.0004545196,0.0003296967],"domain_scores_gemma":[0.9989391,0.0001086269,0.00003974299,0.0001645896,0.0006341094,0.0001138064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008930053,0.001201653,0.008613928,0.01329459,0.00959745,0.00001899652,0.1919454,0.04918332,0.1232627,0.31789,0.05475177,0.2301509],"study_design_scores_gemma":[0.0004434003,0.0002401189,0.03626774,0.005034387,0.0009361092,0.00003252302,0.09411839,0.8121711,0.02812826,0.0007921755,0.02016448,0.001671313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983307,0.001151868,0.01087139,0.0007854204,0.00106948,0.0004008602,0.00003235148,0.0003275707,0.002054077],"genre_scores_gemma":[0.9983481,0.0001647143,0.0001763459,0.00001385036,0.0001595309,0.0002006867,0.00002772552,0.00003381645,0.0008752347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7629878,"threshold_uncertainty_score":0.6678237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07150401289080476,"score_gpt":0.3321486705001879,"score_spread":0.2606446576093832,"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."}}