{"id":"W4242162812","doi":"10.1080/08956308.2004.11671662","title":"Benchmarking Best NPD Practices—III","year":2004,"lang":"en","type":"article","venue":"Research-Technology Management","topic":"Technology Assessment and Management","field":"Engineering","cited_by":193,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Benchmarking; Best practice; Commercialization; New product development; Product (mathematics); Process (computing); Business; Quality (philosophy); Process management; Productivity; Marketing; Computer science; Management; Economics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001019406,0.0002789506,0.0002593462,0.002279841,0.0003413271,0.00009169445,0.001089317,0.0003651128,0.0001469506],"category_scores_gemma":[0.00004619049,0.0003001226,0.00006320231,0.002017178,0.0004362458,0.0002948637,0.001047235,0.001166583,0.0009102249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005473487,"about_ca_system_score_gemma":0.00002320046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003739636,"about_ca_topic_score_gemma":0.0001040886,"domain_scores_codex":[0.9972944,0.0000386038,0.0003451226,0.0005684728,0.0006103543,0.00114303],"domain_scores_gemma":[0.9986526,0.00004441911,0.0000949554,0.001038079,0.00008275893,0.00008718768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001824482,0.0003434558,0.0004905705,0.0002806787,0.0006367909,0.0008307077,0.00009154225,0.004917427,0.001183976,0.8343832,0.01293829,0.1438851],"study_design_scores_gemma":[0.004217151,0.0007504071,0.001267198,0.0004416176,0.0001888386,0.00005325205,0.00618265,0.002904889,0.01093023,0.1845684,0.7872866,0.00120882],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3732471,0.003901697,0.07924585,0.02662362,0.001992963,0.004107683,0.00000536568,0.0110293,0.4998464],"genre_scores_gemma":[0.9814979,0.003018053,0.01305849,0.00004798333,0.00008817443,0.0005338559,0.00001132769,0.00006429228,0.001679962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7743483,"threshold_uncertainty_score":0.9999451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05209084790546444,"score_gpt":0.3669190854712612,"score_spread":0.3148282375657968,"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."}}