{"id":"W3191855323","doi":"10.1061/9780784483602.023","title":"Effect of Erosion Voids on Rigid Sewers of Non-Circular Shape","year":2021,"lang":"en","type":"article","venue":"Pipelines 2021","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Void (composites); Bending moment; Geotechnical engineering; Culvert; Materials science; Void ratio; Erosion; Flexural rigidity; Geology; Soil water; Structural engineering; Composite material; Engineering; Soil science","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":[0.0001266244,0.0001664436,0.0003271335,0.00006582566,0.0000163682,0.000008499326,0.0001081232,0.0001236424,0.0001251707],"category_scores_gemma":[0.0001477989,0.0001458916,0.0001486221,0.0002587035,0.00002392425,0.00002875749,0.00002794027,0.0001757158,0.00001092881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001965109,"about_ca_system_score_gemma":0.00001316691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000133303,"about_ca_topic_score_gemma":0.000001969414,"domain_scores_codex":[0.9991896,0.00002617428,0.0002619453,0.0001588369,0.0001966628,0.0001667525],"domain_scores_gemma":[0.9994039,0.0001478699,0.00002816464,0.0003019123,0.00006461364,0.00005355086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002070955,0.00002355473,0.0001832852,0.0008274565,0.00005263353,0.00001730658,0.00003552368,0.5057828,0.4751212,0.00008550038,0.000540824,0.01730923],"study_design_scores_gemma":[0.0006538561,0.0002240123,0.002040993,0.0002907715,0.00005695367,0.00001185816,0.00001857321,0.2597741,0.734651,0.00009272949,0.001936279,0.0002489054],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825721,0.0009545871,0.01438967,0.00003248322,0.0006227652,0.00008978052,0.00001546789,0.0000897644,0.001233386],"genre_scores_gemma":[0.9991877,0.0001212098,0.0004439093,0.000009535423,0.0001019286,0.000005111633,0.00001984295,0.00002806713,0.00008270654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2595298,"threshold_uncertainty_score":0.5949286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004006862925800388,"score_gpt":0.2161001803548138,"score_spread":0.2120933174290134,"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."}}