{"id":"W12271918","doi":"","title":"Tracker: a framework to support reducing rework through decision management","year":2003,"lang":"en","type":"article","venue":"International Conference on Enterprise Information Systems","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rework; Computer science; Natural language; Decision support system; Variety (cybernetics); Focus (optics); Project management; Artificial intelligence; Knowledge management; Software engineering; Systems engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005740758,0.000181332,0.0001553643,0.0002972284,0.00008337088,0.0009368664,0.0009892901,0.00009330623,0.0001066845],"category_scores_gemma":[0.0002795898,0.000171925,0.00005810257,0.0003068986,0.000009346006,0.00262726,0.0001314151,0.000210106,0.0007541464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001520795,"about_ca_system_score_gemma":0.00004113212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001613038,"about_ca_topic_score_gemma":2.718585e-7,"domain_scores_codex":[0.9981787,0.00005245171,0.000578548,0.0002483025,0.0007257067,0.0002162806],"domain_scores_gemma":[0.998674,0.0001847165,0.0002358547,0.000556795,0.0002517365,0.00009690928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000284894,0.00003147018,0.00007095963,0.00002068774,0.00003468782,0.000009308676,0.001660093,0.00339297,0.000004112413,0.9583249,0.005997731,0.03042456],"study_design_scores_gemma":[0.0004412006,0.0003354066,0.0002591171,0.001510638,0.000009006616,0.0001204506,0.0005854976,0.02768278,0.000406865,0.01781812,0.9502733,0.0005575828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0009859924,0.000009302779,0.9077529,0.0005174783,0.003098214,0.000357516,0.000007922868,0.0003744212,0.08689629],"genre_scores_gemma":[0.7745577,0.00006119885,0.2241086,0.0009005013,0.00004973836,0.0001243043,0.00001011788,0.000007444927,0.000180429],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9442756,"threshold_uncertainty_score":0.9693278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03248804448654458,"score_gpt":0.3185258794898372,"score_spread":0.2860378350032927,"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."}}