{"id":"W6950519147","doi":"10.5683/sp3/fowmwu","title":"Modelling of hydraulic impacts arising from wipe-caused blockages in sewers","year":2025,"lang":"en","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Sanitary sewer; Flow (mathematics); Upstream (networking); Flow conditions; Flow measurement; Hydraulic machinery","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":[0.0006048564,0.00150659,0.0009931098,0.001259049,0.0003379103,0.0009614432,0.002276739,0.002220351,0.0059738],"category_scores_gemma":[0.002088356,0.0004568157,0.001593248,0.001680571,0.0004317768,0.0008409547,0.000720219,0.0007987943,0.00527705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259154,"about_ca_system_score_gemma":0.001125139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05384502,"about_ca_topic_score_gemma":0.09330501,"domain_scores_codex":[0.999525,0.00006845011,0.0000437341,0.0001839412,0.000108794,0.00007016103],"domain_scores_gemma":[0.9994357,0.000189627,0.00005200404,0.0001258719,0.0001487497,0.00004795673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006183705,0.0006495553,0.03849311,0.002622028,0.0005164581,0.0006460099,0.0001936709,0.3145584,0.003120428,0.00233418,0.6010342,0.03521359],"study_design_scores_gemma":[0.001155733,0.0004628795,0.1157734,0.00076133,0.0003189516,0.0006899572,0.0006930943,0.4576614,0.007107886,0.008945675,0.4060341,0.0003954422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0288803,0.0004378424,0.001658916,0.0003461898,0.00009706387,0.00004012887,0.9646811,0.001860985,0.001997644],"genre_scores_gemma":[0.04223382,0.0001692711,0.002646792,0.00007676553,0.00001494919,0.0001095168,0.9535376,0.00008067401,0.001130532],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05384502,"threshold_uncertainty_score":0.1070632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03275654567614159,"score_gpt":0.2797033957921747,"score_spread":0.2469468501160331,"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."}}