{"id":"W1567476437","doi":"10.1017/cbo9781139878395","title":"Engineering and Product Development Management","year":2001,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Technology Assessment and Management","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"New product development; Product management; Process management; Engineering; Product data management; Multinational corporation; Process (computing); Engineering management; Knowledge management; Product (mathematics); Program management; Project management; Systems engineering; Computer science; Product lifecycle; Business","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"],"consensus_categories":[],"category_scores_codex":[0.00006132708,0.0003520787,0.0002654375,0.0003313957,0.00007873765,0.00003082086,0.0003158695,0.0001842458,0.000001791819],"category_scores_gemma":[8.273983e-7,0.0004588448,0.00004591691,0.00001937501,0.00004999251,0.00006126742,0.0004131759,0.0003300048,0.00001040273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003943607,"about_ca_system_score_gemma":0.00002358889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002020197,"about_ca_topic_score_gemma":5.605408e-7,"domain_scores_codex":[0.9990116,0.000005738848,0.0001428274,0.0003802917,0.0001484489,0.0003110485],"domain_scores_gemma":[0.9994835,0.00000934084,0.0000396207,0.0003692142,0.00001984386,0.00007844731],"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":[0.00001328445,0.00001662203,0.000005468811,0.001814024,0.001251359,0.001071911,0.00006023425,0.0004793744,0.00003792294,0.478034,0.4729516,0.04426419],"study_design_scores_gemma":[0.0003096542,0.000007125641,0.00007037292,0.0001490286,0.0001482955,0.000008576279,0.00001610299,0.0004176007,0.0002480989,0.000001489621,0.998171,0.0004527104],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002508068,0.0003689312,0.003519812,0.000005806983,0.0003048838,0.0005162641,0.000009946692,0.001134313,0.9938892],"genre_scores_gemma":[0.0004187617,0.000535665,0.002030226,0.000007765806,0.00005455895,0.000005844759,0.0000421932,0.00005859513,0.9968464],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5252193,"threshold_uncertainty_score":0.9997863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007540431979308677,"score_gpt":0.1566714146510774,"score_spread":0.1491309826717687,"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."}}