{"id":"W2109832147","doi":"10.1109/iwspm.2011.6046206","title":"Request-implementation ratio as an indicator for requirements prioritisation imbalance","year":2011,"lang":"en","type":"article","venue":"","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; IBM (Canada)","funders":"","keywords":"Computer science; Business requirements; Process management; Value (mathematics); Resource (disambiguation); Risk analysis (engineering); Engineering management; Knowledge management; Business; Business process; Engineering; Operations management","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":[0.0003619136,0.00007326675,0.00006054668,0.00005859612,0.00007153925,0.00009141995,0.0003457648,0.00003730715,0.00008774161],"category_scores_gemma":[0.0000416378,0.00007344704,0.00001897547,0.00009219066,0.000007320622,0.001860152,0.00003982143,0.00003784094,0.00001676489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003221585,"about_ca_system_score_gemma":0.00004072927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000150764,"about_ca_topic_score_gemma":0.00001496432,"domain_scores_codex":[0.9993091,0.00002548151,0.0001654891,0.0002277535,0.0001317177,0.0001404432],"domain_scores_gemma":[0.9994597,0.00004181073,0.0001005313,0.0002941714,0.00005036885,0.00005341967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002219477,0.0001139222,0.01258855,0.00003021901,0.00002438359,0.000004028856,0.003073618,0.000001799159,0.002105804,0.8443378,0.002897484,0.1348002],"study_design_scores_gemma":[0.002671437,0.005051369,0.1677864,0.00006382675,0.00005859032,0.00006431082,0.0004290981,0.02948911,0.3992231,0.2922831,0.1012044,0.00167522],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01593215,0.0000124826,0.98168,0.0001420053,0.000202916,0.000368374,0.000001918506,0.0006356781,0.0010245],"genre_scores_gemma":[0.485091,0.00001096803,0.5144628,0.0002257726,0.00003684659,0.00009653372,0.00001287087,0.000006017019,0.00005711412],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5520546,"threshold_uncertainty_score":0.2995083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06514692909552977,"score_gpt":0.3560453194781772,"score_spread":0.2908983903826474,"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."}}