{"id":"W2593704032","doi":"10.24908/pceea.v0i0.6452","title":"AWARENESS OF SELF AND THE ENGINEERING FIELD: STUDENT MOTIVATION, ASSESSMENT OF ‘FIT’ AND PREPAREDNESS FOR ENGINEERING EDUCATION","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":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"York University","keywords":"Preparedness; Engineering education; Psychology; Thematic analysis; Process (computing); Value (mathematics); Curriculum; Perception; Field (mathematics); Engineering; Pedagogy; Computer science; Qualitative research; Engineering management; Political science; Sociology","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":[0.003223949,0.0001628519,0.0002296564,0.0009356595,0.0006814334,0.002518819,0.0003372738,0.0004686755,0.001967574],"category_scores_gemma":[0.01193046,0.0001748203,0.0002949178,0.0004532499,0.000794663,0.0008680484,0.001292726,0.001017828,0.0003582475],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00049178,"about_ca_system_score_gemma":0.0009777723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001009683,"about_ca_topic_score_gemma":0.0016367,"domain_scores_codex":[0.9985049,0.0005125943,0.0001128392,0.0001064985,0.0005570033,0.0002062636],"domain_scores_gemma":[0.9912024,0.003000794,0.002070858,0.0003280813,0.001353728,0.002044151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008625013,0.001017843,0.9126797,0.00006942663,0.00004857876,0.0001080356,0.02417817,0.0001737726,0.001766807,0.0004632543,0.0005779744,0.05883026],"study_design_scores_gemma":[0.00000701538,0.0004734691,0.9721504,0.00004037912,0.00001732492,0.0001614832,0.02202472,0.0008997854,0.001310895,0.0005573723,0.00232067,0.00003637555],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985434,0.00002610063,0.0001759312,0.0001025519,0.000003409103,0.000009983084,0.000008487025,0.000004411526,0.001125692],"genre_scores_gemma":[0.9994183,0.00002355191,0.0001566298,0.0000191066,0.000001600629,0.00000857159,0.00001591287,0.000001345671,0.0003551327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9995082,"threshold_uncertainty_score":0.01705009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006246158464970297,"score_gpt":0.247721600539222,"score_spread":0.2414754420742517,"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."}}