{"id":"W4412870747","doi":"10.24908/pceea.2025.19623","title":"Evaluating STEM/Engineering Identity of Elementary and High School Students in STEM Outreach Programs","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"University of British Columbia","keywords":"Outreach; Identity (music); Mathematics education; Psychology; Political science; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002001001,0.0001984731,0.000336751,0.0007612308,0.001842982,0.001267317,0.0004105714,0.0003698968,0.001570231],"category_scores_gemma":[0.003180571,0.0001880139,0.0003630686,0.0004240323,0.0005752106,0.0003751613,0.001343915,0.0007572277,0.0003476229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104065,"about_ca_system_score_gemma":0.002139052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02189087,"about_ca_topic_score_gemma":0.05032684,"domain_scores_codex":[0.9991938,0.0001554729,0.00003940918,0.00006325275,0.0002670291,0.0002809308],"domain_scores_gemma":[0.9975778,0.0002012024,0.0004511627,0.00007205924,0.0005939697,0.00110371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001728959,0.003004094,0.9471089,0.00003800741,0.00002268431,0.00007645703,0.01761542,0.00006490594,0.001826253,0.00008769487,0.0003396265,0.02964303],"study_design_scores_gemma":[0.00000988284,0.000608578,0.9802217,0.00001183188,0.00001135609,0.00002614658,0.01746957,0.000135462,0.0008809496,0.00003704138,0.0005802026,0.000007272084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995516,0.000007244338,0.00001291848,0.00001283643,0.000001626036,0.00001393859,0.000007380157,9.329673e-7,0.0003915104],"genre_scores_gemma":[0.9991469,0.00002680584,0.0001023333,0.00001804161,0.000001732016,0.00002185641,0.0000459005,9.296618e-7,0.0006352983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02189087,"threshold_uncertainty_score":0.04352695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712991234671877,"score_gpt":0.2884866210471271,"score_spread":0.2713567087004083,"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."}}