{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02339873,0.0011634,0.0005547281,0.001729621,0.01111296,0.006619057,0.004268628,0.003006545,0.01162753],"category_scores_gemma":[0.0197464,0.001117486,0.0007491797,0.001024685,0.00593236,0.003544888,0.007298182,0.006073554,0.002798718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008279065,"about_ca_system_score_gemma":0.01458764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00483991,"about_ca_topic_score_gemma":0.0111955,"domain_scores_codex":[0.9834015,0.01088647,0.0003332414,0.0016447,0.001015627,0.00271837],"domain_scores_gemma":[0.9830045,0.004239505,0.0006602298,0.001971707,0.003688439,0.006435679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0005282361,0.02130808,0.01263182,0.0006756596,0.00003460111,0.002442497,0.5403147,0.001992096,0.02061053,0.02522334,0.02706617,0.3471723],"study_design_scores_gemma":[0.0004191464,0.01073215,0.0174695,0.0008073567,0.00006966806,0.0007290633,0.5939038,0.001957865,0.01938248,0.005868581,0.3484284,0.0002318749],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8706663,0.0002603753,0.05023297,0.006751164,0.0006746269,0.006225989,0.0001954384,0.001102627,0.0638904],"genre_scores_gemma":[0.8377527,0.0004023475,0.08396046,0.001795619,0.0001433925,0.004115406,0.0002961967,0.0005674973,0.0709663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02339873,"threshold_uncertainty_score":0.1237458,"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."}}