{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002978526,0.0001453216,0.0005958935,0.001148125,0.00005444798,0.00004168545,0.0007637201,0.0001470191,0.000007371489],"category_scores_gemma":[0.0010872,0.0001072062,0.00003109922,0.002691053,0.0001033069,0.001905032,0.0002140827,0.0003619076,0.00004086312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002227347,"about_ca_system_score_gemma":0.00004913629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001501855,"about_ca_topic_score_gemma":0.00003622974,"domain_scores_codex":[0.9981183,0.0001567172,0.00136487,0.00009538735,0.0001668043,0.00009787544],"domain_scores_gemma":[0.9949688,0.000449065,0.003612398,0.0006988512,0.0002692247,0.000001637755],"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":[0.000003362034,0.00003005736,0.00002670007,0.1380825,0.00001366557,1.293559e-7,0.0000855911,0.00001335595,4.670543e-8,0.1010162,0.0001427008,0.7605857],"study_design_scores_gemma":[0.0001020879,0.000008602245,0.00000229016,0.04544416,0.00007884815,0.000002846041,0.00184464,0.000090556,2.554158e-7,0.001788883,0.950545,0.00009178649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003651683,0.995245,0.0001304205,0.001162712,0.00007190148,0.001442556,0.000003395841,0.00003597129,0.001904348],"genre_scores_gemma":[0.00007799442,0.9983326,0.0002648844,0.0005794098,0.00001321486,0.0005470096,0.0001722845,0.00000725107,0.000005365983],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9504023,"threshold_uncertainty_score":0.4371741,"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."}}