{"id":"W2997135906","doi":"10.1145/1932682.1869467","title":"Agility in context","year":2010,"lang":"en","type":"article","venue":"ACM SIGPLAN Notices","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Agile software development; Grounded theory; Computer science; Context (archaeology); Knowledge management; Process management; Engineering management; Management science; Software engineering; Qualitative research; Sociology; Business; Engineering","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":[0.0004268944,0.00008858198,0.0001019693,0.00007200106,0.00003351089,0.0001213329,0.001304761,0.0000713761,0.00004029966],"category_scores_gemma":[0.001003868,0.00008035561,0.00002294973,0.0001887538,0.00002323753,0.0006368746,0.0002426791,0.0003216736,0.00005262156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007278759,"about_ca_system_score_gemma":0.00002140729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000307072,"about_ca_topic_score_gemma":0.0006388039,"domain_scores_codex":[0.9993072,0.0000277581,0.0001353421,0.0002281778,0.000122574,0.0001789081],"domain_scores_gemma":[0.9981875,0.0008527585,0.00005494151,0.0008273285,0.0000245852,0.00005288012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004097197,0.000359482,0.1837794,0.0001184672,0.00003811312,0.0002736798,0.004866522,0.0002016338,0.008636199,0.2045413,0.004803956,0.5923403],"study_design_scores_gemma":[0.0009383243,0.0002739024,0.4618784,0.00007778417,0.00001590728,0.0000766032,0.0001176966,0.03030135,0.01721793,0.04257948,0.4453127,0.001209897],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9360385,0.0001465787,0.0558642,0.002844331,0.001275478,0.000168582,0.0000030483,0.0009571639,0.002702142],"genre_scores_gemma":[0.8883142,0.000004918215,0.1113382,0.0002478851,0.00004944024,0.000008098527,0.000001070038,0.000004528316,0.000031635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5911304,"threshold_uncertainty_score":0.3276807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01682338457458814,"score_gpt":0.2689305406292369,"score_spread":0.2521071560546488,"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."}}