{"id":"W4386696433","doi":"10.1007/978-3-031-43662-8_27","title":"Consumer Engagement in the Design of PLM Systems: A Review of Best Practices","year":2023,"lang":"en","type":"review","venue":"IFIP advances in information and communication technology","topic":"Service and Product Innovation","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Product lifecycle; Digitization; Product management; Conceptualization; Process management; Product (mathematics); Best practice; New product development; Business; Workflow; Application lifecycle management; Knowledge management; Engineering; Marketing; Computer science; Management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01383924,0.001267192,0.002783529,0.00661881,0.0007725058,0.003479824,0.002478409,0.003532885,0.003175673],"category_scores_gemma":[0.01837157,0.0009137992,0.001532245,0.007603977,0.001897519,0.00438545,0.00219331,0.002761776,0.001041715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003842701,"about_ca_system_score_gemma":0.009060896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006506713,"about_ca_topic_score_gemma":0.01292168,"domain_scores_codex":[0.993883,0.001936725,0.001077936,0.0005980918,0.002283568,0.0002206927],"domain_scores_gemma":[0.9758089,0.01806313,0.002027297,0.0004734913,0.003303526,0.0003237253],"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":[0.00008245507,0.0001024049,0.0002599722,0.07785205,0.0001791703,0.00006843183,0.0002740629,0.0002414419,0.0004288012,0.004545166,0.007680728,0.9082854],"study_design_scores_gemma":[0.00007262059,0.0003090382,0.002394665,0.1646233,0.001075835,0.0005155781,0.0006036022,0.0002830378,0.00135063,0.004003178,0.8246914,0.00007706183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009909237,0.9984701,0.0002479125,0.0006255151,0.0000645618,0.00001715776,0.00001138892,0.000003590731,0.0004607285],"genre_scores_gemma":[0.00122876,0.9971228,0.0009930306,0.000406866,0.0000624677,0.00003163177,0.00001659036,0.000003319491,0.0001344793],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01383924,"threshold_uncertainty_score":0.0731898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1547315125566094,"score_gpt":0.393669956419964,"score_spread":0.2389384438633546,"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."}}