{"id":"W2997608257","doi":"10.1002/9781119300762.wsts0178","title":"Water Infrastructure and Asset Management","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; University of Regina","funders":"","keywords":"Business; Asset (computer security); Asset management; Prosperity; Risk analysis (engineering); Environmental economics; Water supply; Service (business); Environmental resource management; Environmental planning; Finance; Computer science; Environmental science; Computer security; Economics; Environmental engineering","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":[0.0004966181,0.0004289661,0.0001698267,0.001520529,0.0008328505,0.003698244,0.0006613636,0.001047229,0.01469484],"category_scores_gemma":[0.001256687,0.0001160095,0.0002173228,0.001783462,0.001708394,0.00241446,0.002066779,0.000781008,0.001145007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003002153,"about_ca_system_score_gemma":0.002634396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01357316,"about_ca_topic_score_gemma":0.0109887,"domain_scores_codex":[0.9995571,0.0001461097,0.00001848127,0.00005437337,0.0001426444,0.00008130069],"domain_scores_gemma":[0.9996773,0.00007929839,0.00006046406,0.0000274847,0.0001100721,0.00004538458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005368723,0.00002769292,0.000927056,0.00009275998,0.000007585154,0.0001075593,0.0001488951,0.01769461,0.0002507306,0.863086,0.01506748,0.1025843],"study_design_scores_gemma":[0.000004761505,0.00003236959,0.001936525,0.0003689899,0.00001114111,0.0001717323,0.001041739,0.02786625,0.0005935851,0.6331576,0.3347923,0.0000231031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02230365,0.01889366,0.1039152,0.01821046,0.000613808,0.0001506043,0.0004865527,0.0002190354,0.835207],"genre_scores_gemma":[0.8158597,0.02454167,0.0245338,0.0009359904,0.0004708848,0.0001322753,0.0004394243,0.00006052791,0.1330256],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01469484,"threshold_uncertainty_score":0.04915911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002088454834850165,"score_gpt":0.1618349998005308,"score_spread":0.1597465449656807,"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."}}