{"id":"W4415223970","doi":"10.1016/j.procs.2025.08.219","title":"AI-Driven Agile Systems Engineering Approach for Managing Cross-System Interactions","year":2025,"lang":"en","type":"article","venue":"Procedia Computer Science","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Anesthesiologists' Society; Ford Motor Company","keywords":"Agile software development; Adaptability; Process (computing); Automotive industry; Requirements engineering; Quality (philosophy); System of systems; Compromise; Product (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006258712,0.001332252,0.0005923564,0.001530502,0.001186204,0.002802085,0.00259345,0.001235437,0.002040754],"category_scores_gemma":[0.008264064,0.0009834194,0.00157165,0.0009294908,0.002142277,0.002025525,0.004650192,0.002297551,0.0004968974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001467658,"about_ca_system_score_gemma":0.00472705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002952752,"about_ca_topic_score_gemma":0.004607444,"domain_scores_codex":[0.9939529,0.00277669,0.0003754902,0.0006560514,0.001917242,0.0003215398],"domain_scores_gemma":[0.9915919,0.004416598,0.001018825,0.001185865,0.001457602,0.0003291823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001533121,0.0004776244,0.007289174,0.001128253,0.0004694994,0.002036593,0.006841445,0.5568173,0.03036502,0.2054328,0.002603855,0.1863852],"study_design_scores_gemma":[0.00006019766,0.0002970397,0.0006366911,0.000190174,0.0001209548,0.0004781557,0.001150287,0.8999553,0.008089292,0.06867107,0.0202967,0.0000541127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008702165,0.0001346911,0.9861771,0.0003810442,0.0000206803,0.0003120083,0.0000426341,0.0002824756,0.003947101],"genre_scores_gemma":[0.1741319,0.0002493829,0.8219333,0.0001880272,0.00001844888,0.0007687769,0.0001682956,0.0000792039,0.002462621],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006258712,"threshold_uncertainty_score":0.03309965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009596620925693189,"score_gpt":0.2298202925483468,"score_spread":0.2202236716226537,"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."}}