{"id":"W4401918800","doi":"10.1007/s13349-024-00845-2","title":"Time-Transformer for acoustic leak detection in water distribution network","year":2024,"lang":"en","type":"article","venue":"Journal of Civil Structural Health Monitoring","topic":"Water Systems and Optimization","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Leak; Leak detection; Transformer; Distribution transformer; Acoustics; Computer science; Environmental science; Engineering; Electrical engineering; Physics; Voltage","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":[0.000355109,0.0001090861,0.0002037823,0.0000847675,0.00007702564,0.00006166875,0.0000519174,0.00006771211,0.000005925483],"category_scores_gemma":[0.000005049387,0.00007755483,0.00007102811,0.0001258481,0.000006424409,0.0003395902,0.000003158529,0.0002194799,0.000002271836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004378973,"about_ca_system_score_gemma":0.00002305701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001646303,"about_ca_topic_score_gemma":0.0005316663,"domain_scores_codex":[0.9989403,0.00002118036,0.0005125355,0.00007419884,0.000134924,0.0003169006],"domain_scores_gemma":[0.9997568,0.00003085002,0.00004458588,0.00004228,0.00005258989,0.00007291012],"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":[0.00002668494,0.000001213756,0.0002239169,0.0006510394,0.00002297222,0.000004060557,0.0004576156,0.9853133,0.002526279,0.000003345722,0.0004553231,0.01031424],"study_design_scores_gemma":[0.0009760651,0.0004677385,0.01156173,0.002370907,0.00005134861,0.0002614519,0.0001418625,0.9543546,0.01909301,0.0007111959,0.009607831,0.0004022672],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7249833,0.004244619,0.2554285,0.0001933832,0.01455825,0.0004076684,0.00001263884,0.0001311082,0.00004047677],"genre_scores_gemma":[0.9971596,0.0001205889,0.0001494648,0.000002548647,0.002489805,0.000006013747,0.000008722339,0.00002406809,0.000039175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2721763,"threshold_uncertainty_score":0.3162594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00884267781244237,"score_gpt":0.2502363780098916,"score_spread":0.2413937001974492,"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."}}