{"id":"W4411520859","doi":"10.33422/ijhep.v6i2.988","title":"Integrating Active Pedagogy into Engineering Education: Perspectives from the SPARK-ENG Professional Learning Program","year":2025,"lang":"en","type":"article","venue":"International Journal of Higher Education Pedagogies","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SPARK (programming language); Scholarship; Active learning (machine learning); Pedagogy; Context (archaeology); Student engagement; Professional development; Engineering education; Engineering ethics; Sociology; Engineering; Mathematics education; Psychology; Computer science; Political science; Engineering management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001787696,0.0002239687,0.0001930999,0.0003424271,0.0001163137,0.0002033516,0.0006159636,0.00008566507,0.0003635676],"category_scores_gemma":[0.0002750488,0.0001764179,0.0001165593,0.000293273,0.00004333385,0.0004101517,0.00006455436,0.000663465,0.0000173861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005859835,"about_ca_system_score_gemma":0.001456577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005140006,"about_ca_topic_score_gemma":0.0000117876,"domain_scores_codex":[0.9986719,0.00005330956,0.000526263,0.0001694266,0.000409602,0.0001694244],"domain_scores_gemma":[0.9983403,0.0002853248,0.0001892318,0.0001464625,0.0009682553,0.00007043788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001027483,0.002272017,0.02116234,0.0002172138,0.002200276,0.00000809395,0.07478378,0.03515192,0.004579947,0.05998756,0.1358955,0.6636386],"study_design_scores_gemma":[0.0003310068,0.00003729974,0.1507313,0.0009721815,0.00006390707,0.00003152898,0.05811245,0.0008624778,0.001295599,0.001351902,0.7858694,0.0003409707],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8785028,0.01507765,0.003837854,0.021662,0.06817864,0.0006492282,0.00001154196,0.0006749026,0.01140533],"genre_scores_gemma":[0.9821096,0.0003094478,0.01009966,0.0002197312,0.001752339,0.0001438653,0.00004133732,0.00003052982,0.00529348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6632976,"threshold_uncertainty_score":0.7194113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008492635539881568,"score_gpt":0.3504662561833252,"score_spread":0.3419736206434436,"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."}}