{"id":"W4383500514","doi":"10.1109/ms.2023.3268725","title":"Augmented Agile: Human-Centered AI-Assisted Software Management","year":2023,"lang":"en","type":"article","venue":"IEEE Software","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Agile software development; Software engineering; Computer science; Software development; Lean software development; Extreme programming practices; Agile usability engineering; Software; Systems engineering; Software development process; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002162903,0.0008095762,0.0002576736,0.0006660847,0.0007908481,0.00372336,0.00161447,0.001300831,0.006082513],"category_scores_gemma":[0.004092016,0.0004142032,0.0004756071,0.0006727425,0.002954745,0.003133474,0.004543982,0.002290866,0.00145292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004508203,"about_ca_system_score_gemma":0.001725759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001103392,"about_ca_topic_score_gemma":0.001484894,"domain_scores_codex":[0.996909,0.001524895,0.0001080876,0.0002731206,0.0009716544,0.0002132051],"domain_scores_gemma":[0.9971004,0.001013418,0.0002693049,0.0008514011,0.000403635,0.0003617278],"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":[0.0003220292,0.0005130205,0.003339918,0.0007222075,0.0001524764,0.001049965,0.00594997,0.02720543,0.03323675,0.2301883,0.02651549,0.6708045],"study_design_scores_gemma":[0.0001839157,0.001125362,0.002701916,0.0005796072,0.000127004,0.002001197,0.002206024,0.189361,0.02622732,0.2644902,0.5107576,0.0002389492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01614671,0.001431532,0.9386922,0.002738183,0.0005760622,0.0002223884,0.00008222488,0.003209981,0.03690063],"genre_scores_gemma":[0.3530169,0.002247122,0.6258071,0.001167655,0.0003187562,0.0004201752,0.0002645004,0.0003744657,0.01638339],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006082513,"threshold_uncertainty_score":0.02034801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03735128357386944,"score_gpt":0.3067042164133275,"score_spread":0.269352932839458,"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."}}