{"id":"W7028982724","doi":"","title":"Improved acoustic methods for leak detection in buried plastic water distribution pipes","year":2013,"lang":"en","type":"other","venue":"ePrints Soton (University of Southampton)","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leak; Leak detection; Attenuation; Noise (video); Bandwidth (computing); Acoustic emission","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":[0.001314538,0.0004595713,0.000445526,0.000893908,0.0001382177,0.0004743788,0.0006720072,0.0004141098,0.001885263],"category_scores_gemma":[0.00193399,0.0003320691,0.0001973202,0.0006383379,0.0005350704,0.0007446965,0.0004973519,0.0004846691,0.0004328899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003245667,"about_ca_system_score_gemma":0.00031905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003778729,"about_ca_topic_score_gemma":0.0005830625,"domain_scores_codex":[0.9989981,0.0002605337,0.00002642629,0.0001234791,0.0005515846,0.0000398406],"domain_scores_gemma":[0.9985037,0.0007459342,0.0002186503,0.0001000498,0.0004060721,0.00002571044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004431746,0.0001013464,0.001936698,0.0006690273,0.00002190846,0.0001321174,0.0003655691,0.02152205,0.7850947,0.003546716,0.0004875105,0.1856792],"study_design_scores_gemma":[0.00008088091,0.0008847357,0.004176401,0.0001156711,0.00004482765,0.0003989379,0.000194785,0.3283054,0.6570984,0.001053203,0.007553532,0.00009310277],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1275737,0.0007623116,0.8681552,0.0001000747,0.00006156317,0.0001166235,0.00006554685,0.0007898549,0.002375127],"genre_scores_gemma":[0.5442895,0.001232526,0.449841,0.00005328286,0.00005529725,0.000110578,0.00007829802,0.00007707619,0.004262546],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001885263,"threshold_uncertainty_score":0.006951988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02077896565184983,"score_gpt":0.2867431849892427,"score_spread":0.2659642193373928,"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."}}