{"id":"W2110815263","doi":"10.1016/j.jom.2010.11.005","title":"Lean principles, learning, and knowledge work: Evidence from a software services provider","year":2010,"lang":"en","type":"article","venue":"Journal of Operations Management","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":388,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Lean manufacturing; Computer science; Knowledge management; Process management; Lean software development; Task (project management); Ambiguity; Identification (biology); Software; Software development process; Software development; Operations management; Business; Engineering; Systems 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":[0.001085507,0.0001970426,0.000242429,0.0003681211,0.0004037323,0.000999526,0.0004097027,0.00005735619,0.0005558629],"category_scores_gemma":[0.0001324953,0.0001668291,0.00008807829,0.0003643446,0.00006132718,0.002117057,0.0005463328,0.0004301502,0.000163411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002842784,"about_ca_system_score_gemma":0.00002467596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002211892,"about_ca_topic_score_gemma":0.001227569,"domain_scores_codex":[0.9985296,0.00002766011,0.0005899729,0.000259219,0.0003659511,0.0002275926],"domain_scores_gemma":[0.9990658,0.0000711692,0.0002934537,0.0002412568,0.0002936297,0.00003472718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005685679,0.002237062,0.4829522,0.00493318,0.001913116,0.0004625494,0.005749082,0.0215646,0.001109424,0.182484,0.03432473,0.2617015],"study_design_scores_gemma":[0.001016838,0.00004712778,0.07246665,0.0007097469,0.0003950254,0.000005786558,0.002161942,0.005894213,0.00002245123,0.001400231,0.9154674,0.0004126288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713361,0.00115784,0.01141751,0.004602449,0.001283775,0.0007346541,0.00000187546,0.0001141114,0.009351714],"genre_scores_gemma":[0.9771137,0.0002413862,0.01397359,0.0008858217,0.00135853,0.00002774396,0.00001583495,0.00003072948,0.006352634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8811426,"threshold_uncertainty_score":0.9638452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03017798365167421,"score_gpt":0.2742121897659275,"score_spread":0.2440342061142533,"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."}}