{"id":"W6958015687","doi":"10.60692/haefb-vx776","title":"The effects of resonances on time delay estimation for water leak detection in plastic pipes","year":2018,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leak; Noise (video); Leak detection; Range (aeronautics); Replicate; Function (biology); Phase (matter); Control theory (sociology)","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":[0.00256047,0.0005154423,0.0004113923,0.0005416811,0.0002610885,0.0004352539,0.0003127974,0.0006460226,0.0003112158],"category_scores_gemma":[0.01342439,0.0003203163,0.0003114437,0.0004143892,0.0006179296,0.0007156197,0.0005360004,0.0006351201,0.00009860143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004636973,"about_ca_system_score_gemma":0.0007183108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00703627,"about_ca_topic_score_gemma":0.004356943,"domain_scores_codex":[0.9988837,0.0006011063,0.0000371531,0.0001254909,0.0002876363,0.00006487553],"domain_scores_gemma":[0.9909295,0.007696173,0.0005313543,0.0002824559,0.0005053081,0.00005514195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007231013,0.0001063106,0.006516709,0.00015304,0.0000445219,0.0002079989,0.0002634875,0.8663379,0.06335187,0.002087172,0.0002201486,0.05998769],"study_design_scores_gemma":[0.000004346271,0.0001071212,0.001339714,0.000005666051,0.000006819814,0.00003847549,0.00002341569,0.9841053,0.0140872,0.0001889659,0.0000816895,0.00001124639],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4248705,0.0002472137,0.573354,0.0001620709,0.00002031562,0.00003248279,0.00002590625,0.000324706,0.0009628179],"genre_scores_gemma":[0.9581833,0.0001252195,0.04137317,0.00001397106,0.000006078938,0.00001256729,0.00002174522,0.00003441583,0.0002296266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00703627,"threshold_uncertainty_score":0.01399064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006541042863378961,"score_gpt":0.1663499861146704,"score_spread":0.1598089432512915,"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."}}