{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005843187,0.0001518538,0.0003193717,0.0001453772,0.0003259571,0.00001622367,0.000399465,0.000334351,0.001829857],"category_scores_gemma":[0.0002242182,0.0001596789,0.000116909,0.0001314093,0.0003136563,0.00007826947,0.0001787267,0.0001894829,0.00008313661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001899635,"about_ca_system_score_gemma":0.00005280178,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01725883,"about_ca_topic_score_gemma":0.03891894,"domain_scores_codex":[0.9988997,0.000239503,0.0001377144,0.000282588,0.0001420235,0.0002984522],"domain_scores_gemma":[0.9991016,0.0002340751,0.0002125763,0.000290549,0.00008794481,0.00007326511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001233543,0.001420387,0.002033285,0.002472003,0.001651378,0.000008191068,0.2451619,0.0001442387,0.04304153,0.01014382,0.0723158,0.620374],"study_design_scores_gemma":[0.001458695,0.00008991289,0.001374622,0.000221475,0.0001754158,2.175461e-7,0.04278732,0.003059557,0.000778739,0.0008829872,0.948631,0.0005400372],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.010155,0.000218022,0.9042382,0.0008567589,0.001446945,0.002989718,0.0001539193,0.0002782209,0.07966324],"genre_scores_gemma":[0.6275289,0.001003524,0.008241234,0.00001773098,0.000364483,0.00004349465,0.0003341578,0.0001413587,0.3623251],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8959969,"threshold_uncertainty_score":0.9990826,"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."}}