{"id":"W2955501592","doi":"10.29173/mocs70","title":"A Collaborative Scheme for DFX Techniques in Concurrent Engineering Mitigated with Total Design Activity Model","year":2019,"lang":"en","type":"article","venue":"Modular and Offsite Construction (MOC) Summit Proceedings","topic":"Product Development and Customization","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Concurrent engineering; Factory (object-oriented programming); Scheme (mathematics); Manufacturing engineering; Computer science; Machine tool; Systems engineering; Engineering; Industrial engineering; Operations management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002550554,0.0002435747,0.0002734533,0.0003467391,0.000110995,0.0002548697,0.00007774249,0.000106475,0.00001110451],"category_scores_gemma":[0.00004626799,0.000230993,0.00003025486,0.0006421439,0.00005551238,0.001749032,0.00005341354,0.0001355792,0.000004688608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000684242,"about_ca_system_score_gemma":0.00005068621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009743227,"about_ca_topic_score_gemma":0.00000343862,"domain_scores_codex":[0.9988996,0.000002667105,0.0002128789,0.0004402485,0.0001790028,0.0002655458],"domain_scores_gemma":[0.999272,0.0000118806,0.0001770038,0.0000652587,0.0004539301,0.00001993139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.003192507,0.0004814202,0.3460997,0.004200086,0.0004824272,0.000009145283,0.001560806,0.01248853,0.3977956,0.09398458,0.002805214,0.1369],"study_design_scores_gemma":[0.002800124,0.00006944292,0.006493088,0.0003895087,0.00007224095,0.000009870259,0.0006375136,0.9279791,0.05664614,0.0006881632,0.003347446,0.0008674167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553444,0.00005168902,0.04235798,0.0001784059,0.0001428026,0.00133155,0.000004224958,0.0002008939,0.0003880948],"genre_scores_gemma":[0.9745886,0.00001288979,0.02485603,0.00006103052,0.0001409882,0.0001594184,0.00002465373,0.00003160375,0.0001247297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9154905,"threshold_uncertainty_score":0.9419621,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006325324029133782,"score_gpt":0.1821536452280195,"score_spread":0.1758283211988857,"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."}}