{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000597795,0.0002110428,0.0003108437,0.0002536535,0.0001816956,0.0001251973,0.0003886245,0.0001355547,0.000003654114],"category_scores_gemma":[0.001248875,0.0001907453,0.0000753514,0.000197117,0.0000245114,0.0002504878,0.00004987827,0.000168325,1.24104e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00073316,"about_ca_system_score_gemma":0.0006075871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009646439,"about_ca_topic_score_gemma":0.0002257521,"domain_scores_codex":[0.9988276,0.000004586803,0.0004711621,0.0001856391,0.0002741228,0.0002369366],"domain_scores_gemma":[0.9984462,0.0001888906,0.0003900152,0.000223384,0.0006181161,0.0001334431],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001757537,0.0004958458,0.6825659,0.01342227,0.001608301,7.202691e-8,0.02433864,0.09490545,0.01103421,0.1529641,0.01309901,0.005548667],"study_design_scores_gemma":[0.0008673997,0.0000277571,0.8666332,0.0008172789,0.0001773666,0.000004533025,0.0009132503,0.1161395,0.005589317,0.00009551442,0.008282512,0.0004523993],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938076,0.0003737824,0.0005806916,0.001242684,0.002495677,0.0009313134,0.00002071987,0.00009311084,0.0004543852],"genre_scores_gemma":[0.9955037,0.00007945401,0.003797846,0.00002719257,0.000120096,0.0002890001,0.000006321434,0.00004132409,0.0001351194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1840673,"threshold_uncertainty_score":0.7778366,"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."}}