{"id":"W4393621326","doi":"10.14569/ijacsa.2024.0150306","title":"Integrating Generative AI for Advancing Agile Software Development and Mitigating Project Management Challenges","year":2024,"lang":"en","type":"article","venue":"International Journal of Advanced Computer Science and Applications","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Agile software development; Generative grammar; Computer science; Project management; Software development; Process management; Software engineering; Engineering management; Systems engineering; Software; Engineering; Knowledge management; Artificial intelligence","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":[0.0006116871,0.00009474692,0.00009276146,0.0002889696,0.0001732448,0.0005049414,0.0006036449,0.00001640106,2.188262e-7],"category_scores_gemma":[0.00004919465,0.00007983294,0.00002460724,0.0002500144,0.00005912843,0.001454985,0.0002485152,0.0001144297,3.029987e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008440103,"about_ca_system_score_gemma":0.0001545008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.399694e-7,"about_ca_topic_score_gemma":8.296854e-7,"domain_scores_codex":[0.9989972,0.000008556393,0.0002542409,0.0002748207,0.0003288054,0.0001364534],"domain_scores_gemma":[0.998973,0.000242028,0.0001198136,0.00010161,0.0005066049,0.00005690972],"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":[0.000001614462,0.00001102571,0.000004500482,0.00003358218,0.00002581413,0.000006192292,0.0009469168,0.0005050086,0.0003496003,0.06739762,0.00006881332,0.9306493],"study_design_scores_gemma":[0.0005397879,0.0003414654,0.0003467962,0.001283178,0.00002582849,0.0007546272,0.0006037954,0.3269445,0.01669652,0.05214721,0.599767,0.0005492535],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001333238,0.001838622,0.9943639,0.001760531,0.0003430562,0.0002222571,0.00000164343,0.00009821432,0.00003852541],"genre_scores_gemma":[0.02754899,0.0004993147,0.9714093,0.0002368325,0.0001916056,0.00009758773,7.64732e-7,0.000005593251,0.000009973424],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9301001,"threshold_uncertainty_score":0.4869161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839946264223653,"score_gpt":0.3247596525783265,"score_spread":0.30636018993609,"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."}}