{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1408968,0.001048582,0.0007036123,0.00285733,0.004437596,0.006986,0.002768538,0.004272655,0.001981079],"category_scores_gemma":[0.1781352,0.0007584698,0.001042257,0.002290655,0.006015989,0.005593101,0.00448984,0.003292574,0.0003961169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01086,"about_ca_system_score_gemma":0.008849655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003499979,"about_ca_topic_score_gemma":0.002948906,"domain_scores_codex":[0.8337989,0.1329648,0.006318675,0.002589035,0.02119005,0.003138585],"domain_scores_gemma":[0.6840904,0.2501639,0.01092641,0.02445921,0.02794463,0.002415458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001563359,0.006443168,0.09094878,0.004689431,0.0002151121,0.008504025,0.2275365,0.04184752,0.01673324,0.1463734,0.005903584,0.4492419],"study_design_scores_gemma":[0.001146773,0.01904816,0.08086608,0.01394265,0.0004423304,0.009964899,0.2589914,0.170682,0.1126252,0.06704405,0.2644995,0.0007468972],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.747759,0.0007247265,0.2157658,0.005228063,0.0001406716,0.005385009,0.0001598174,0.000264113,0.02457282],"genre_scores_gemma":[0.8609514,0.0002639988,0.1347685,0.0003514569,0.00001833244,0.001791116,0.00009325123,0.00007991161,0.00168203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1408968,"threshold_uncertainty_score":0.7451422,"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."}}