{"id":"W2256751671","doi":"","title":"Event-based network rehabilitation planing and asset management","year":2012,"lang":"en","type":"article","venue":"WDSA 2012: 14th Water Distribution Systems Analysis Conference, 24-27 September 2012 in Adelaide, South Australia","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rehabilitation; Asset management; Event (particle physics); Schedule; Asset (computer security); Computer science; Risk analysis (engineering); Business; Operations research; Operations management; Engineering; Finance; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001005175,0.0007644588,0.0007494811,0.0007472368,0.0004482825,0.001299941,0.001146957,0.0008157277,0.004462945],"category_scores_gemma":[0.001848259,0.0004707254,0.00052219,0.0008418887,0.0004481804,0.001252206,0.0007321195,0.0008508284,0.0002453816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00174599,"about_ca_system_score_gemma":0.001531924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03121183,"about_ca_topic_score_gemma":0.03306424,"domain_scores_codex":[0.9994565,0.0002031631,0.00002790749,0.0001184376,0.0001035528,0.00009055895],"domain_scores_gemma":[0.9993686,0.0003321442,0.0001034314,0.00003519359,0.0001021291,0.00005853128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002268865,0.00002237681,0.0002956784,0.00001031357,0.000009082061,0.00001358869,0.000007711735,0.9923558,0.0001101775,0.001039071,0.0002224155,0.005890973],"study_design_scores_gemma":[0.000003332707,0.000006704081,0.00008683471,0.0000011673,0.000002530305,0.000002142915,0.000008317854,0.9988593,0.00008844406,0.0007751185,0.0001646243,0.000001504474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0868101,0.0002154566,0.9017996,0.0005189581,0.00006134613,0.0003166602,0.0005652125,0.0009415795,0.00877111],"genre_scores_gemma":[0.8884203,0.0002214155,0.1067296,0.0000614763,0.00002969903,0.0002053416,0.0005064504,0.00005105018,0.003774777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03121183,"threshold_uncertainty_score":0.0620603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02066106943727186,"score_gpt":0.2358337376979455,"score_spread":0.2151726682606736,"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."}}