{"id":"W4415070773","doi":"10.31235/osf.io/rxg86_v1","title":"Evaluating STEM/Engineering Identity of Elementary and High School Students in STEM Outreach Programs","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Educational Research and Pedagogy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Outreach; Identity (music); Feeling; Perception; Self-concept; Field (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001797683,0.0002058566,0.0003455273,0.0007041553,0.001392824,0.001125332,0.0003742128,0.0003735943,0.00175484],"category_scores_gemma":[0.00319815,0.0001934886,0.0003448044,0.0003647394,0.0005199983,0.0003795721,0.001201632,0.0007168056,0.0004211467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007871276,"about_ca_system_score_gemma":0.001420413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00944176,"about_ca_topic_score_gemma":0.01984253,"domain_scores_codex":[0.9992906,0.0001519284,0.00003897541,0.00006485401,0.0002214405,0.0002321725],"domain_scores_gemma":[0.9974686,0.0002505109,0.0005332686,0.00008710368,0.000526926,0.001133597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002654581,0.003952606,0.9434308,0.00004572966,0.0000257805,0.00009150568,0.01630166,0.00008117994,0.002996601,0.00008211737,0.0002879256,0.03243865],"study_design_scores_gemma":[0.00001145622,0.0007899742,0.9834184,0.000009965464,0.00001311678,0.00002853832,0.0137501,0.0001391598,0.00132966,0.00003561392,0.000467171,0.000006816081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996192,0.000005929976,0.00001354739,0.000009294873,0.00000131409,0.0000129867,0.000006166876,0.000001027508,0.0003305216],"genre_scores_gemma":[0.9991412,0.00002255221,0.0001072826,0.00001444645,0.000001772374,0.00002247419,0.00004272069,0.00000102654,0.0006464698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00944176,"threshold_uncertainty_score":0.01877362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1211170986309911,"score_gpt":0.4585271243127679,"score_spread":0.3374100256817767,"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."}}