{"id":"W2074241100","doi":"10.1109/agile.2010.6","title":"Reactive Variability Management in Agile Software Development","year":2010,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Agile software development; Agile Unified Process; Agile usability engineering; Computer science; Usability; Extreme programming practices; Code refactoring; Iterative and incremental development; User story; Lean software development; Process management; Software engineering; Software development; Software prototyping; Systems engineering; Software; Risk analysis (engineering); Software development process; Engineering; Business; Human–computer interaction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006966722,0.00008524931,0.00007437072,0.00008188024,0.00003399831,0.00006296325,0.000514653,0.00004899205,0.00005676896],"category_scores_gemma":[0.0001210116,0.00007683426,0.00001601374,0.0002329724,0.000009470904,0.0004058522,0.0002795694,0.000216809,0.00003205993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003736221,"about_ca_system_score_gemma":0.00002783507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003145287,"about_ca_topic_score_gemma":0.00002635908,"domain_scores_codex":[0.9992687,0.0000215374,0.000140537,0.0002703787,0.0001348006,0.0001640656],"domain_scores_gemma":[0.9992217,0.0002126915,0.0000311314,0.0004645616,0.00002599811,0.00004387026],"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":[0.000007865034,0.0003087363,0.01730593,0.00004970354,0.00003737689,0.00007233875,0.001052219,0.00006169745,0.0004884674,0.2525878,0.001477149,0.7265508],"study_design_scores_gemma":[0.0005643256,0.00006269487,0.2978475,0.0000399283,0.00000797623,0.00003839669,0.00003549701,0.007497732,0.02896303,0.06392998,0.6000181,0.0009947798],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02410349,0.000002610594,0.9644516,0.0001731068,0.0002905626,0.0001551071,1.588217e-7,0.0007393007,0.01008408],"genre_scores_gemma":[0.2537503,0.000001317273,0.7459451,0.00007672646,0.000008880061,0.00004125797,6.273006e-7,0.000003663459,0.0001721778],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.725556,"threshold_uncertainty_score":0.313321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008820366522948058,"score_gpt":0.2461523732929408,"score_spread":0.2373320067699927,"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."}}