{"id":"W4413681718","doi":"10.1007/978-3-031-90310-6_15","title":"Strengthening an Agile Software Development Environment Using ISO/IEC 29110 as a Reference Standard","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Agile software development; Computer science; Software; Software engineering; Systems engineering; Engineering; Operating system","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005377988,0.0004861415,0.0005114055,0.0003716041,0.0002583619,0.0001279834,0.00106904,0.0001921261,0.00007192903],"category_scores_gemma":[0.0002887907,0.0005128029,0.00007202285,0.0001298272,0.000166397,0.0004123857,0.001089443,0.0006159476,0.00003868624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007114882,"about_ca_system_score_gemma":0.0004511575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002291979,"about_ca_topic_score_gemma":0.00001468749,"domain_scores_codex":[0.997219,0.00004810849,0.0007912792,0.0009003437,0.0007160803,0.0003251875],"domain_scores_gemma":[0.9973602,0.001418324,0.0003538786,0.0005284697,0.0002581222,0.00008105375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002963018,0.00004979278,0.00004047035,0.0002122798,0.0002815233,0.0001307802,0.003138914,0.3401546,0.000001064958,0.3225186,0.0003791805,0.3330631],"study_design_scores_gemma":[0.000191394,0.0005377756,0.00005580568,0.004033419,0.00007389238,0.00009551536,0.0003405571,0.08868357,0.0003869967,0.5703174,0.3330538,0.002229872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0000755751,0.003159052,0.9911182,0.00006824279,0.0004769626,0.0003014417,0.00002359603,0.0003553003,0.004421645],"genre_scores_gemma":[0.005696175,0.00111779,0.9865962,0.0001541412,0.00006661419,0.00004350004,0.00004065269,0.00003343293,0.006251477],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3326746,"threshold_uncertainty_score":0.9997324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243452065128892,"score_gpt":0.3712378531551329,"score_spread":0.2468926466422437,"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."}}