{"id":"W2103538595","doi":"10.1109/ccece.2006.277384","title":"Engineering Change Management and Decision-Making Assistance using Software Agent","year":2006,"lang":"en","type":"article","venue":"","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Negotiation; Process (computing); Computer science; Task (project management); Product (mathematics); New product development; Concurrent engineering; Product lifecycle; Process management; Multidisciplinary approach; Product life-cycle management; Engineering management; Knowledge management; Software engineering; Systems engineering; 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":[0.0001518981,0.0001407163,0.0001075752,0.0002317092,0.000148123,0.0002527324,0.00009198207,0.00003192747,0.0001068873],"category_scores_gemma":[0.00002067803,0.000134733,0.00002303933,0.0003640618,0.000009408638,0.0008789685,0.0001591097,0.00003899932,0.00004467295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004452537,"about_ca_system_score_gemma":0.000002715488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004188243,"about_ca_topic_score_gemma":0.00002288878,"domain_scores_codex":[0.9991456,0.000001195054,0.0001823742,0.0002659271,0.0001917348,0.0002131179],"domain_scores_gemma":[0.9997293,0.00001422798,0.00007742473,0.000126174,0.00004731314,0.000005521742],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001047968,0.0002005403,0.2721899,0.001393398,0.0001212393,0.0001639105,0.0001006186,0.008236329,0.0003810154,0.1289476,0.0158103,0.5723504],"study_design_scores_gemma":[0.001294391,0.000003724991,0.6987243,0.0009380305,0.0001707446,0.00000957432,0.0001569447,0.1403408,0.00007088592,0.01878925,0.1381304,0.001370877],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5921925,0.0006711461,0.3955805,0.000172101,0.0009360269,0.0006123667,8.103998e-7,0.0005674643,0.009267054],"genre_scores_gemma":[0.9121469,0.00001123271,0.08627706,0.0004220823,0.0008151508,0.00002015099,0.00001095252,0.000027214,0.0002692309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5709795,"threshold_uncertainty_score":0.5494251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591811625420371,"score_gpt":0.2087411122781084,"score_spread":0.1928229960239047,"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."}}