{"id":"W1777467909","doi":"10.24908/pceea.v0i0.4650","title":"IMPORTANCE OF FIRST-YEAR ENGINEERING DESIGN PROJECTS TO SELF-EFFICACY: DO FIRST-YEAR STUDENTS FEEL LIKE ENGINEERS?","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Cornerstone; Engineering design process; Engineering education; Psychology; Self-efficacy; Engineering; Medical education; Mathematics education; Engineering management; Social psychology; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007933376,0.0003942586,0.0003924351,0.000731167,0.0001168479,0.0001099827,0.0006957023,0.0002617823,0.0000559416],"category_scores_gemma":[0.001047225,0.0004362852,0.0001511286,0.001228718,0.00001059091,0.0004660545,0.00005339759,0.0003927352,0.00003480256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002560108,"about_ca_system_score_gemma":0.0003114775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004078671,"about_ca_topic_score_gemma":0.0004245152,"domain_scores_codex":[0.9976947,0.000007550941,0.0005973314,0.0002753073,0.0006291687,0.0007959055],"domain_scores_gemma":[0.9982156,0.0001576727,0.0002363206,0.0002976161,0.0004803966,0.0006123722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009881793,0.0005074347,0.5774561,0.002048456,0.0006290721,1.996356e-7,0.0144294,0.3121512,0.001346561,0.005346323,0.08593108,0.0001442877],"study_design_scores_gemma":[0.001099938,0.00009758471,0.8221622,0.001008397,0.0002924543,0.00001338517,0.001410709,0.02229625,0.007521837,0.0000230327,0.1422744,0.001799847],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828134,0.0006353433,0.001530354,0.001327898,0.008428575,0.002239073,0.00006944196,0.001004353,0.001951517],"genre_scores_gemma":[0.9864097,0.00004723735,0.01221829,0.00006132679,0.000470197,0.0002023673,0.0000101645,0.0001485187,0.000432181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2898549,"threshold_uncertainty_score":0.9998089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163336212367407,"score_gpt":0.2303317458055334,"score_spread":0.2186983836818594,"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."}}