{"id":"W3192000594","doi":"10.1061/9780784483626.010","title":"CIPP Design Reconciliation: How It Works and Why It’s Important","year":2021,"lang":"en","type":"article","venue":"Pipelines 2021","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Beekeepers' Association; Aecom (Canada)","funders":"","keywords":"Quality assurance; Product (mathematics); Product design; Engineering; Process (computing); Factory (object-oriented programming); Engineering design process; Design review (U.S. government); Manufacturing engineering; Construction engineering; Mechanical engineering; Computer science; Operations management; Product testing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04289625,0.002101839,0.001140634,0.004139594,0.006061649,0.01666563,0.005248686,0.00555033,0.008563166],"category_scores_gemma":[0.07678244,0.001719885,0.001321377,0.004001044,0.008393398,0.01519607,0.007330641,0.008232378,0.007642289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005862361,"about_ca_system_score_gemma":0.01481441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004787136,"about_ca_topic_score_gemma":0.005663675,"domain_scores_codex":[0.9395558,0.02425519,0.002464739,0.004568076,0.02640231,0.002753874],"domain_scores_gemma":[0.9376473,0.01218848,0.004581715,0.01077717,0.03146297,0.003342329],"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":[0.00008318033,0.0003672977,0.004249696,0.001513944,0.0001267358,0.0005000858,0.01554182,0.005940836,0.003034728,0.06203823,0.07929364,0.8273098],"study_design_scores_gemma":[0.00006783463,0.0004923705,0.003717983,0.002583944,0.0001035579,0.001889832,0.01395372,0.009008092,0.00522093,0.09081181,0.8718126,0.0003372623],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03738057,0.02829923,0.6429206,0.1353118,0.008617786,0.001567564,0.0002491164,0.008384473,0.137269],"genre_scores_gemma":[0.2199957,0.01357226,0.6790296,0.02000703,0.001836453,0.001030867,0.0006308079,0.00522585,0.05867134],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04289625,"threshold_uncertainty_score":0.2268598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983357931924627,"score_gpt":0.2131634651091076,"score_spread":0.1933298857898613,"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."}}