{"id":"W2350822606","doi":"","title":"Discussion on Calculation of Water Supply Design Flow Design Load for Residential Quarter","year":2003,"lang":"en","type":"article","venue":"Journal Os Southern Institute of Metallurgy","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Flow (mathematics); Water consumption; Environmental science; Consumption (sociology); Water supply; Engineering; Environmental engineering; Mathematics; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008305214,0.000171238,0.0003120145,0.0001552364,0.00009109549,0.00004197834,0.0001117839,0.0001151343,0.00008419183],"category_scores_gemma":[0.00004513046,0.00009660122,0.0001787779,0.00006954402,0.00002898531,0.0002883399,0.000005817842,0.0001099377,0.00002323947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007634913,"about_ca_system_score_gemma":0.00005002318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001278556,"about_ca_topic_score_gemma":0.00001621809,"domain_scores_codex":[0.998601,0.0001262444,0.0006048786,0.0001192487,0.0003377784,0.000210919],"domain_scores_gemma":[0.9994368,0.00002369271,0.0001433342,0.0001594256,0.0001650782,0.00007165239],"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":[0.0001359612,0.00003554697,0.0000118324,0.00006292031,0.0001191132,0.000004938202,0.00220386,0.9794659,0.0163138,0.0000796775,0.001120155,0.0004462678],"study_design_scores_gemma":[0.005536214,0.0009434377,0.00009979288,0.0006939922,0.0003939899,0.0001412021,0.0005242905,0.5492089,0.412245,0.001862523,0.02758642,0.0007642005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01661015,0.00005585543,0.9814962,0.0000567809,0.00120152,0.0003386277,0.000006968351,0.00002457596,0.0002093834],"genre_scores_gemma":[0.9497734,0.00001101815,0.04923554,0.000006653763,0.000170862,0.00001443384,0.000008726226,0.00003883585,0.0007404967],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9331633,"threshold_uncertainty_score":0.3939284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02065187144396435,"score_gpt":0.2124460094493692,"score_spread":0.1917941380054049,"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."}}