{"id":"W4412870756","doi":"10.24908/pceea.2025.19666","title":"Addressing Barriers to STEM Education through Experiential Learning in High School Physics","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":"York University","funders":"","keywords":"Experiential learning; Experiential education; Mathematics education; Physics education; Pedagogy; Psychology; Engineering ethics; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004410091,0.00009007892,0.0001145923,0.0002434869,0.0005322462,0.0001865468,0.0002641369,0.0001156194,0.00004758526],"category_scores_gemma":[0.002010057,0.000107091,0.00004635537,0.001129425,0.00001851815,0.0004171238,0.00003679639,0.0001894848,0.000006516118],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005068053,"about_ca_system_score_gemma":0.006029777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05853831,"about_ca_topic_score_gemma":0.02916687,"domain_scores_codex":[0.9990592,0.00001550399,0.000174643,0.0001674048,0.0003170294,0.0002661891],"domain_scores_gemma":[0.9990112,0.00003174652,0.0001466636,0.00004936594,0.0005259213,0.0002350964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004732367,0.00003685522,0.8355454,0.00008046811,0.00003588504,2.929452e-8,0.04861864,0.0006064466,0.0003727515,0.05873105,0.05207616,0.003891528],"study_design_scores_gemma":[0.0004932234,0.00001182562,0.5139683,0.0009123321,0.00006782753,1.654302e-7,0.1025686,0.0001556189,0.003081337,0.001785116,0.3763488,0.0006068273],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9561836,0.00006135756,0.0000384677,0.009171298,0.003648537,0.0004883829,0.000004665907,0.00007353893,0.03033018],"genre_scores_gemma":[0.9878088,0.000006940676,0.0004980845,0.0005908709,0.0001939418,0.000044957,0.000004513468,0.000008671926,0.01084328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3242726,"threshold_uncertainty_score":0.9996051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01373512426063277,"score_gpt":0.2572437033571701,"score_spread":0.2435085790965373,"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."}}