{"id":"W4417438984","doi":"10.1109/ms.2025.3644251","title":"Understanding Prompt Management in GitHub Repositories: A Call for Best Practices","year":2025,"lang":"","type":"article","venue":"IEEE Software","topic":"Software Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Huawei Technologies (Canada); Kingston Health Sciences Centre; Arup Group (Canada); Queen's University","funders":"","keywords":"Readability; Best practice; Maintainability; Usability; Quality (philosophy); Software quality; Natural language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.119969,0.00165068,0.002340876,0.01756619,0.005765377,0.03367293,0.00925341,0.006213582,0.002227183],"category_scores_gemma":[0.3088046,0.002536179,0.001777475,0.01380924,0.01324068,0.07711914,0.01320684,0.01093163,0.001217647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01062605,"about_ca_system_score_gemma":0.02096032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02776486,"about_ca_topic_score_gemma":0.04165898,"domain_scores_codex":[0.9197662,0.04445302,0.00884043,0.01145103,0.0121505,0.003338893],"domain_scores_gemma":[0.6108855,0.2467503,0.03034695,0.06390313,0.04133749,0.006776462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000220541,0.0008718426,0.1101641,0.005385973,0.0002473954,0.00106798,0.1859525,0.004554319,0.00734902,0.04325475,0.02157115,0.6193603],"study_design_scores_gemma":[0.0001234494,0.0004730686,0.09420099,0.01605805,0.0004164773,0.002190927,0.3566093,0.03578193,0.0113671,0.2673516,0.214564,0.0008632116],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.2352723,0.01927427,0.5040889,0.2166762,0.0006351441,0.001589017,0.00200274,0.009300945,0.01116043],"genre_scores_gemma":[0.3422518,0.006884515,0.6392166,0.005820224,0.0002613102,0.0008925794,0.002045515,0.001376887,0.001250613],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.119969,"threshold_uncertainty_score":0.6344645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318205976894027,"score_gpt":0.3615659692518475,"score_spread":0.2297453715624448,"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."}}