{"id":"W2388833621","doi":"","title":"Calculation Method of Design Flow for Water Supply Pipelinein Residential Quarter","year":2011,"lang":"en","type":"article","venue":"Journal of Shenyang Jianzhu University","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Water supply; Flow (mathematics); Quarter (Canadian coin); Pipeline transport; Limit (mathematics); Environmental science; Engineering; Environmental engineering; Mathematics; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009088451,0.0006666108,0.0005065722,0.001508423,0.0008775861,0.0007963785,0.00080204,0.0005412963,0.00571566],"category_scores_gemma":[0.002210827,0.0003667848,0.0006401754,0.000943208,0.000427433,0.001437106,0.0005358364,0.0005027218,0.0005935067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001475893,"about_ca_system_score_gemma":0.001892664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00822693,"about_ca_topic_score_gemma":0.005609911,"domain_scores_codex":[0.9992017,0.0001421473,0.00004663482,0.0001440025,0.0004013394,0.00006417384],"domain_scores_gemma":[0.9995151,0.00009863291,0.00004944217,0.00003981115,0.0002826884,0.00001436347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001087163,0.00007189797,0.005444513,0.0007229095,0.00002695845,0.0001415162,0.0004711195,0.554892,0.01798927,0.05646881,0.006224121,0.3574381],"study_design_scores_gemma":[0.00003839558,0.0001082677,0.001700144,0.00004845974,0.00002874668,0.0001515094,0.0001273481,0.951165,0.0127949,0.0170192,0.01678549,0.00003245639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01216783,0.000130053,0.9807513,0.000078576,0.00002937028,0.00006849241,0.00008015687,0.0002983036,0.006395831],"genre_scores_gemma":[0.4746548,0.0005912362,0.5148401,0.00005774199,0.0000368912,0.0004161739,0.0004336497,0.0002865818,0.00868289],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00822693,"threshold_uncertainty_score":0.01912081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089523999957569,"score_gpt":0.197936394393227,"score_spread":0.1770411543936514,"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."}}