{"id":"W4255474679","doi":"10.32920/ryerson.14653245.v1","title":"An Open Product Lifecycle Management System","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Product lifecycle; Product data management; Product management; Application lifecycle management; Process management; System lifecycle; Configuration Management (ITSM); Product design specification; Systems engineering; Process (computing); Product (mathematics); Computer science; New product development; Knowledge management; Engineering; Engineering management; Product design; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001155086,0.0001850991,0.0002119642,0.00005539367,0.00003771346,0.0006746181,0.0005921551,0.000081852,0.0001675654],"category_scores_gemma":[0.000001172561,0.0001809375,0.00002568297,0.00005121464,0.000003587776,0.000157825,0.0006884854,0.0001635264,0.00001658819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008220272,"about_ca_system_score_gemma":0.0000135374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007138416,"about_ca_topic_score_gemma":0.00001559741,"domain_scores_codex":[0.9991416,0.00001586012,0.0001899996,0.0003858495,0.0001210916,0.0001456434],"domain_scores_gemma":[0.9991933,0.000002088233,0.00002959413,0.0006811669,0.00003395029,0.00005992782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001328908,0.00001938577,0.00001460992,0.004093407,0.00007593586,0.0000128944,0.00009291879,0.9864635,0.000006821338,0.0004528351,0.0005569745,0.008209323],"study_design_scores_gemma":[0.0003455571,0.00002007804,0.001934052,0.001183019,0.0001321298,0.000007662056,0.0007918697,0.9735435,0.0128536,0.0000984557,0.008018029,0.00107206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03382912,0.001017915,0.4997602,0.00008695834,0.003422513,0.002606881,0.00001583672,0.003278124,0.4559825],"genre_scores_gemma":[0.9516171,0.0001559651,0.04605899,0.00001888565,0.0001432759,0.0001908564,0.0001951012,0.00005770263,0.0015621],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.917788,"threshold_uncertainty_score":0.7378417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376220198942245,"score_gpt":0.2338131168154033,"score_spread":0.2200509148259808,"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."}}