{"id":"W4387325106","doi":"10.1139/cgj-2023-0055","title":"Design-truck ultimate limit states of buried modular polymer stormwater collection structures","year":2023,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Structural engineering; Bending moment; Buckling; Truck; Limit state design; Modular design; Bending; Moment of inertia; Geotechnical engineering; Engineering; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006466558,0.0003081923,0.0002357556,0.0006911222,0.0003737582,0.0003448632,0.0005384642,0.0004066413,0.002851147],"category_scores_gemma":[0.001530529,0.0002731445,0.0002478278,0.0002158704,0.0006305547,0.0005556123,0.0005647326,0.0003152757,0.0005108146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004364661,"about_ca_system_score_gemma":0.000221444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001208278,"about_ca_topic_score_gemma":0.00340183,"domain_scores_codex":[0.9994418,0.00004188559,0.00003170483,0.00006199031,0.0002933491,0.000129332],"domain_scores_gemma":[0.9990745,0.0001381846,0.0002103681,0.0001236295,0.0003244684,0.0001289556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006015283,0.0001540402,0.02063323,0.0001140689,0.0000228091,0.000539566,0.0005209031,0.03263,0.9240541,0.0005781071,0.0003252655,0.01982633],"study_design_scores_gemma":[0.00003895961,0.004577106,0.1345094,0.00004965477,0.00004396384,0.000646373,0.0009430528,0.08995932,0.7660246,0.0007442109,0.00239265,0.00007064786],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969054,0.00002958684,0.002059615,0.0000055996,0.000001557051,0.00001081255,0.00006970047,0.00003937626,0.0008784336],"genre_scores_gemma":[0.9983303,0.00001922062,0.0006815393,0.000004934362,6.718437e-7,0.00001013898,0.0001217897,0.000009649362,0.0008218084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002851147,"threshold_uncertainty_score":0.009538054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757182074781547,"score_gpt":0.2139752844799024,"score_spread":0.1964034637320869,"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."}}