{"id":"W2386052955","doi":"","title":"Analysis on energy consumption of frequency conversion speed adjusting water pump in residential quarter","year":2008,"lang":"en","type":"article","venue":"Shanxi Architecture","topic":"Engineering and Technology Innovations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water supply; Quarter (Canadian coin); Energy consumption; Water consumption; Consumption (sociology); Environmental economics; Environmental science; Engineering; Environmental engineering; Economics; Geography; Electrical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006175337,0.0001284309,0.0001971795,0.0009496886,0.00004073664,0.000003618575,0.0001060558,0.0001477216,0.0001134213],"category_scores_gemma":[0.00001447513,0.0001111148,0.00007134776,0.0005456178,0.00005040123,0.00003411827,0.00001576306,0.0002653451,0.00001278998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003450145,"about_ca_system_score_gemma":0.000005081224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006960738,"about_ca_topic_score_gemma":0.00008312531,"domain_scores_codex":[0.9992663,0.00001626344,0.0002393817,0.0001515971,0.0001176333,0.0002087961],"domain_scores_gemma":[0.9996809,0.00002917053,0.00002284581,0.0002190058,0.00002486872,0.0000231483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002051922,0.00004325252,0.02437059,0.000123387,0.0003605739,0.00009223057,0.001325407,0.7507349,0.2209898,0.0006263099,0.0002357947,0.001077183],"study_design_scores_gemma":[0.001779711,0.0002086399,0.1640497,0.0002142262,0.0003175462,0.00008896161,0.0001141755,0.1041397,0.7261709,0.001578587,0.0004452302,0.0008926528],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883176,0.0000560188,0.01051614,0.0001215533,0.0001219259,0.00004466599,0.00001072387,0.0002419274,0.0005694226],"genre_scores_gemma":[0.9993789,0.0000247067,0.0004277906,0.00001778315,0.0000358463,0.000004733986,0.00006423765,0.00001601559,0.00002996384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6465953,"threshold_uncertainty_score":0.4531128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008053326255957477,"score_gpt":0.1961737159834547,"score_spread":0.1881203897274972,"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."}}