{"id":"W2998471261","doi":"10.1002/9781119300762.wsts0170","title":"Pipe Failure Prediction with Consideration of Climate Change","year":2019,"lang":"en","type":"other","venue":"Encyclopedia of Water","topic":"Water Systems and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia; Golder Associates (Canada)","funders":"","keywords":"Environmental science; Coupled model intercomparison project; Climate change; Hydrology (agriculture); Climatology; Climate model; Geotechnical engineering; Engineering; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004663392,0.0001719867,0.0002854818,0.0001594214,0.000007732091,0.000008173255,0.00005155445,0.0002034874,0.000274253],"category_scores_gemma":[0.000001075599,0.0001140047,0.0000319123,0.00003944182,0.00001729906,0.00009927173,0.00001403612,0.00007048736,0.0000584831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001199266,"about_ca_system_score_gemma":0.000005257057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007011174,"about_ca_topic_score_gemma":0.0002452676,"domain_scores_codex":[0.9993312,0.00001426283,0.000240503,0.0001297323,0.0001378708,0.0001464615],"domain_scores_gemma":[0.9996538,0.000004311863,0.00008215896,0.0002048519,0.00003369835,0.00002124003],"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":[0.00005092367,0.0000778996,0.009332396,0.00940652,0.0004733716,0.000009335042,0.007341679,0.01626216,0.001033331,0.0002433615,0.9543926,0.001376386],"study_design_scores_gemma":[0.000848161,0.0001766884,0.0003130681,0.001351842,0.0001276544,0.000008780939,0.0000792231,0.002193288,0.005969715,0.00001056467,0.9884879,0.0004331401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001021447,0.0002882767,0.001896798,0.00003142444,0.001223132,0.0008609755,0.0002119618,0.0002620239,0.994204],"genre_scores_gemma":[0.2153681,0.00718119,0.005968882,0.00003026829,0.003245615,0.0003077859,0.001864426,0.001851975,0.7641818],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2300222,"threshold_uncertainty_score":0.4648976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005374825309448971,"score_gpt":0.1690226541836834,"score_spread":0.1636478288742344,"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."}}