{"id":"W176790506","doi":"10.1080/08956308.2010.11657621","title":"Upgrade Your New-Product Machine","year":2010,"lang":"en","type":"article","venue":"Research-Technology Management","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Aging","funders":"","keywords":"New product development; Process management; Product management; Product engineering; Benchmarking; Product lifecycle; Process (computing); Product (mathematics); Product design; Upgrade; Product design specification; Scrum; Business; Computer science; Voice of the customer; Manufacturing engineering; Blueprint; Marketing; Customer advocacy; Engineering; Service (business); Software development; Software","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":[0.0007802801,0.0007477949,0.0003424313,0.001338865,0.000680794,0.001779979,0.0006498639,0.001044787,0.201631],"category_scores_gemma":[0.002861031,0.0003633718,0.0004057784,0.0004763544,0.0002149642,0.003009395,0.0009686959,0.0009187235,0.1278684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003837753,"about_ca_system_score_gemma":0.0006097209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008173998,"about_ca_topic_score_gemma":0.001464652,"domain_scores_codex":[0.99905,0.00006410257,0.00003500485,0.00009826112,0.0006353475,0.0001172836],"domain_scores_gemma":[0.9980249,0.0002036615,0.0001205042,0.0004963166,0.0008369007,0.0003177623],"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":[0.0001790377,0.0001864907,0.001898059,0.0003488947,0.000008744876,0.0002998621,0.0001837799,0.0003649397,0.01017211,0.002058927,0.3654395,0.6188596],"study_design_scores_gemma":[0.00003292894,0.0002346377,0.006848176,0.00008868254,0.00001472005,0.0009046103,0.0001192588,0.0009280898,0.006829796,0.0008572849,0.9831049,0.00003680239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0555429,0.004090813,0.06095661,0.007734371,0.004368491,0.001745115,0.004915869,0.04657578,0.81407],"genre_scores_gemma":[0.147341,0.002940244,0.05192081,0.003247166,0.001731531,0.0003304373,0.00539672,0.005516713,0.7815754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.201631,"threshold_uncertainty_score":0.6745228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04091742944647145,"score_gpt":0.304352329582143,"score_spread":0.2634349001356715,"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."}}