{"id":"W4412870846","doi":"10.24908/pceea.2025.19673","title":"Design, Implementation, and Reflections on an International Software Engineering Field School","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"Universidad de Guadalajara","keywords":"Field (mathematics); Software engineering; Software; Engineering; Engineering management; Engineering ethics; Computer science; Systems engineering; Sociology; Programming language; Mathematics","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":[0.000373447,0.00009639107,0.00007687858,0.0004357439,0.0001760969,0.0002548601,0.0004304134,0.00006362202,0.00001317588],"category_scores_gemma":[0.0009942938,0.0001014764,0.00002876023,0.0004762666,0.000004900365,0.0003736574,0.00005541011,0.0001661465,0.000004002646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053556,"about_ca_system_score_gemma":0.0003446781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001845134,"about_ca_topic_score_gemma":0.00163655,"domain_scores_codex":[0.9992797,0.000007531583,0.0001741268,0.0001971903,0.0001730666,0.0001684018],"domain_scores_gemma":[0.9992336,0.00007513668,0.0001193835,0.0001116594,0.0003487145,0.0001114903],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00000677848,0.0001769231,0.17963,0.0002936991,0.0004068325,2.214046e-7,0.003776899,0.01423951,0.00202035,0.6795304,0.09081374,0.0291047],"study_design_scores_gemma":[0.001038056,0.0002428774,0.6957592,0.0007475927,0.0001250877,0.000006047048,0.002315922,0.08063202,0.01389603,0.002485416,0.2017305,0.001021239],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3080133,0.0004398461,0.4226913,0.1682867,0.03239404,0.004349098,0.00003743067,0.002385506,0.06140283],"genre_scores_gemma":[0.9659731,0.00001161141,0.02991525,0.0009425924,0.000130822,0.00008563865,0.000004329842,0.00001349594,0.002923122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6770449,"threshold_uncertainty_score":0.4138086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033761356892194,"score_gpt":0.2752025248318745,"score_spread":0.2648649112629526,"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."}}