{"id":"W3033451254","doi":"10.1108/ijppm-02-2019-0063","title":"Validation issues of a performance management system for design: three case studies","year":2020,"lang":"en","type":"article","venue":"International Journal of Productivity and Performance Management","topic":"Business and Management Studies","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Process management; Computer science; Originality; New product development; Process (computing); Product (mathematics); Perspective (graphical); Resource (disambiguation); Performance measurement; Knowledge management; Value (mathematics); Performance management; Operations management; Business; Marketing; Qualitative research; 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":[0.002954631,0.0001733488,0.0004152048,0.0003704467,0.0001820011,0.0001231353,0.0005409108,0.00002239639,0.000009223521],"category_scores_gemma":[0.0001717551,0.0001260816,0.00009843823,0.0003343659,0.0001143653,0.00097313,0.0004619118,0.00007766239,0.000005381081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005915643,"about_ca_system_score_gemma":0.00001035271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000232481,"about_ca_topic_score_gemma":0.000001218248,"domain_scores_codex":[0.997444,0.00006174209,0.0008470449,0.0003325445,0.001156774,0.0001578581],"domain_scores_gemma":[0.9975601,0.0001371332,0.0008263387,0.0001985848,0.001229071,0.00004869992],"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":[0.001901971,0.0002237376,0.0137216,0.002716846,0.002785072,0.0003814412,0.002791828,0.01651391,0.00006879485,0.009352195,0.003653528,0.9458891],"study_design_scores_gemma":[0.02838111,0.01286911,0.174503,0.006978717,0.005324724,0.004751656,0.1087452,0.260514,0.04343868,0.02109565,0.3291988,0.004199286],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7374403,0.001275219,0.2478471,0.009729564,0.002032819,0.0009932484,0.00001125121,0.00002495858,0.0006455518],"genre_scores_gemma":[0.9861821,0.001771797,0.01134405,0.00006771246,0.0003338055,0.00003484825,9.657504e-7,0.000008959186,0.0002557637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9416898,"threshold_uncertainty_score":0.5141457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2153910856450905,"score_gpt":0.3909225503909015,"score_spread":0.175531464745811,"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."}}