{"id":"W4254938193","doi":"10.1080/08956308.2004.11671630","title":"Benchmarking Best NPD Practices—II","year":2004,"lang":"en","type":"article","venue":"Research-Technology Management","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":234,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Benchmarking; Best practice; Portfolio; Project portfolio management; Business; New product development; Productivity; Process management; Product (mathematics); Quality (philosophy); Knowledge management; Marketing; Operations management; Project management; Computer science; Management; Economics; Finance","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":[0.01664918,0.001276248,0.001134494,0.02010587,0.00134646,0.0118531,0.002227266,0.001851456,0.004101855],"category_scores_gemma":[0.02566123,0.0006910448,0.0009386601,0.02078431,0.001278185,0.008804815,0.004179482,0.001632209,0.003212976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004752091,"about_ca_system_score_gemma":0.005293716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005744456,"about_ca_topic_score_gemma":0.005802689,"domain_scores_codex":[0.9729234,0.00749258,0.003341344,0.001474466,0.01354591,0.001222313],"domain_scores_gemma":[0.9754719,0.005390312,0.003338417,0.002773265,0.01197619,0.001049887],"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":[0.0001124235,0.0001874129,0.01712339,0.003332173,0.0001190669,0.0001089281,0.001357622,0.003484029,0.001313929,0.02617784,0.08341256,0.8632706],"study_design_scores_gemma":[0.00004657981,0.001282076,0.07664306,0.007420456,0.0001805848,0.001086369,0.009417201,0.008173808,0.01001055,0.02745974,0.8579982,0.0002812299],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.09036053,0.3507938,0.1818077,0.05367516,0.006712918,0.001863931,0.007356458,0.005255121,0.3021744],"genre_scores_gemma":[0.4918984,0.2314231,0.1920783,0.005115353,0.004944265,0.001936702,0.01556268,0.001668518,0.05537273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02010587,"threshold_uncertainty_score":0.08805037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0859153942348263,"score_gpt":0.3257185999811674,"score_spread":0.2398032057463411,"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."}}