{"id":"W7117871880","doi":"10.1109/icicnis66685.2025.11315829","title":"Agile Nexus: A Predictive Framework for Sprint Health, Productivity, and Dependency Management","year":2025,"lang":"","type":"article","venue":"","topic":"Software System Performance and Reliability","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Sprint; Agile software development; Dependency (UML); Nexus (standard); Productivity; Agile manufacturing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002597589,0.001966915,0.0008713602,0.003533443,0.0006355509,0.001957604,0.001701997,0.0005574174,0.003723045],"category_scores_gemma":[0.009953879,0.000701774,0.00102901,0.00203201,0.000385626,0.001762468,0.001845447,0.001491938,0.001495091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001042869,"about_ca_system_score_gemma":0.002333742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01710266,"about_ca_topic_score_gemma":0.0294916,"domain_scores_codex":[0.9986896,0.0002851752,0.0001191483,0.000391703,0.00040952,0.0001047923],"domain_scores_gemma":[0.9964213,0.00138093,0.0006832532,0.0004825483,0.0007408047,0.0002911263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007449309,0.0006509186,0.1374674,0.0007227685,0.0005944138,0.0004680658,0.001345298,0.2523544,0.004623932,0.01669485,0.04956298,0.5347701],"study_design_scores_gemma":[0.00003173033,0.0001179364,0.009044373,0.00009551486,0.00005435068,0.0001178503,0.0001377031,0.9627429,0.002071318,0.01528609,0.01023096,0.00006934025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03525181,0.0005877481,0.9015441,0.0006275257,0.0001728532,0.0004119871,0.006654016,0.04992507,0.004824908],"genre_scores_gemma":[0.5131221,0.0006928098,0.466115,0.0002657488,0.0001376424,0.0007917164,0.01316508,0.001835822,0.003874142],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01710266,"threshold_uncertainty_score":0.03400624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01279153644002308,"score_gpt":0.2983465204106698,"score_spread":0.2855549839706468,"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."}}