{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004099214,0.0003488839,0.0002887656,0.0004296442,0.0005298418,0.0002802775,0.001588655,0.0001472921,0.00006311831],"category_scores_gemma":[0.0001318239,0.0003578023,0.0001674314,0.001518646,0.00004133522,0.0007580405,0.0005963816,0.0003352143,0.0004399641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001176534,"about_ca_system_score_gemma":0.00003142946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003256035,"about_ca_topic_score_gemma":0.000006130735,"domain_scores_codex":[0.9975278,0.00008143867,0.0004009637,0.0007398312,0.0005780182,0.0006719916],"domain_scores_gemma":[0.998001,0.0002538064,0.00015266,0.001284318,0.0001249941,0.0001832503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000468993,0.0005603105,0.01152567,0.0009475065,0.0006930198,0.002442742,0.001494313,0.001896016,0.00141484,0.009364142,0.5579615,0.4116531],"study_design_scores_gemma":[0.004238392,0.0007963463,0.1100844,0.001278412,0.0002286617,0.0002739272,0.000117503,0.008717958,0.01110987,0.02207043,0.8371209,0.003963234],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01074718,0.0001122916,0.9711257,0.0006822751,0.001736805,0.0004747478,0.00002720518,0.01482261,0.0002711748],"genre_scores_gemma":[0.4591222,0.0002495393,0.5291358,0.002386215,0.0003962983,0.0005819278,0.0002197265,0.000208249,0.007700006],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4483751,"threshold_uncertainty_score":0.9998874,"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."}}