{"id":"W2998017130","doi":"10.1002/9781119300762.wsts0197","title":"Energy Use in Water Distribution Systems: A Life Cycle Perspective","year":2019,"lang":"en","type":"other","venue":"Encyclopedia of Water","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Environmental economics; Environmental science; Sizing; Climate change; Energy (signal processing); Environmental resource management; Water cycle; Life-cycle assessment; Distribution (mathematics); Computer science; Environmental planning; Production (economics); Ecology; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.00007878942,0.0002945519,0.000467696,0.0002308918,0.00001000535,0.00003812409,0.0001346293,0.0003564149,0.0002170129],"category_scores_gemma":[0.000006142602,0.0001909404,0.00007303236,0.00006068431,0.00001943129,0.0001411705,0.00004572765,0.0001267881,0.000236321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499084,"about_ca_system_score_gemma":0.00001191198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006164405,"about_ca_topic_score_gemma":0.0008523506,"domain_scores_codex":[0.9987785,0.00005176323,0.0003791302,0.0002680216,0.0001774288,0.0003451795],"domain_scores_gemma":[0.9995095,0.000009694501,0.00004602095,0.0003289073,0.00004557967,0.00006027003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002421378,0.00008062769,0.0007604525,0.001176511,0.000286884,0.00003129291,0.003387754,0.1568651,0.0001424672,0.0009908396,0.8361943,0.00005957243],"study_design_scores_gemma":[0.0004756906,0.00002546398,0.00006431823,0.0003866202,0.00003205046,0.000002982313,0.000160587,0.00805338,0.0005854949,0.00002032448,0.9897327,0.0004604117],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003960299,0.001658333,0.007941991,0.0000448891,0.004968883,0.0008660515,0.0003388431,0.0005196474,0.979701],"genre_scores_gemma":[0.2449935,0.0006676337,0.00004913022,0.000008308227,0.0006833345,0.00008588257,0.0009135933,0.0005030874,0.7520955],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2410332,"threshold_uncertainty_score":0.9318778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004901726874482779,"score_gpt":0.1761558089353746,"score_spread":0.1712540820608918,"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."}}