{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003746297,0.0002122746,0.0002540101,0.000160326,0.000007621561,0.0000166893,0.00009692416,0.0002030885,0.0008617932],"category_scores_gemma":[2.516515e-7,0.0001214083,0.00003130293,0.00001770938,0.00001388363,0.00004078562,0.00006791043,0.000086053,0.0002464273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001184466,"about_ca_system_score_gemma":0.000001147055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001707144,"about_ca_topic_score_gemma":0.00001209231,"domain_scores_codex":[0.9993318,0.000009618216,0.0001807526,0.0001632151,0.0001120123,0.0002026095],"domain_scores_gemma":[0.9997025,0.00000164903,0.00001919055,0.0002374401,0.000007614116,0.00003167342],"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":[0.000001535494,0.000003412422,0.0002350651,0.001225175,0.0001301275,0.000006778342,0.0004392586,0.001936286,0.00004832086,0.00002731433,0.995371,0.0005757203],"study_design_scores_gemma":[0.0001925024,0.000008852882,0.0001268615,0.0001033512,0.00003329289,0.00000257156,0.00001248928,0.0001703036,0.0006522979,0.00003173293,0.9984597,0.0002060673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007558112,0.0002132655,0.0005015516,0.0000143972,0.001330936,0.0003245624,0.00002635655,0.0001527045,0.9966804],"genre_scores_gemma":[0.004571049,0.0009791834,0.0009404995,0.000009758872,0.0002893649,0.00001572484,0.000188589,0.000329115,0.9926767],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0040037,"threshold_uncertainty_score":0.9436032,"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."}}