{"id":"W2743896682","doi":"10.1061/9780784480892.039","title":"Looking for Simplified Design Models for Non-Circular Liner Design—Moving Beyond WRc Type II Sewer Design Methodologies for the North American Market","year":2017,"lang":"en","type":"article","venue":"Pipelines 2017","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Beekeepers' Association","funders":"","keywords":"Sanitary sewer; Engineering; Civil engineering; Structural engineering; Finite element method; Engineering design process; Arch; Mechanical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001512501,0.0004531725,0.0005836478,0.0000965754,0.001167708,0.0002738401,0.0009885457,0.0001811973,0.000004165345],"category_scores_gemma":[0.002600676,0.00033863,0.0002608188,0.00008963983,0.0001431811,0.0002503123,0.0001088082,0.0002297245,0.000001245456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005568143,"about_ca_system_score_gemma":0.00006197326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003224884,"about_ca_topic_score_gemma":0.00001235586,"domain_scores_codex":[0.9981764,0.00005974248,0.0004245094,0.0004452512,0.0001731511,0.0007209686],"domain_scores_gemma":[0.9944937,0.003858496,0.0002091239,0.001028888,0.0003019023,0.0001078792],"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":[0.0002564354,0.000008721928,0.00000732287,0.0001523071,0.000175144,0.000001177983,0.00008066541,0.9627984,0.002773117,0.0001026474,0.01460126,0.01904283],"study_design_scores_gemma":[0.0006632463,0.0001926053,0.0003869401,0.00003047764,0.0002088783,0.000005773653,0.00004106481,0.9818591,0.002057172,0.01034272,0.003717724,0.0004942942],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0006787798,0.0005105941,0.9949908,0.0002567021,0.00097125,0.002083101,0.00005166423,0.0003728333,0.00008432214],"genre_scores_gemma":[0.4677032,0.000155798,0.5304317,0.00007834408,0.0005479212,0.0006037368,0.00001372362,0.0001185375,0.0003470072],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4670244,"threshold_uncertainty_score":0.9999066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09843206437134978,"score_gpt":0.3083042072782944,"score_spread":0.2098721429069446,"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."}}