{"id":"W7020253716","doi":"","title":"LeakFinder - new pipeline leak detection system","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Water Systems and Optimization","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Leak detection; Software; Pipeline (software); Leak; Pipeline transport; Flexibility (engineering); Wireless; Transmission (telecommunications)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00005130235,0.00007985131,0.00008875522,0.00005084352,0.00003280425,0.00002920072,0.00004818531,0.00006242828,0.00008655625],"category_scores_gemma":[0.000003174176,0.00007549533,0.00002596619,0.0001179173,0.000003277195,0.00009559482,0.000006532818,0.00005923978,0.0001862353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006559328,"about_ca_system_score_gemma":0.000005169676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004188713,"about_ca_topic_score_gemma":0.0005342842,"domain_scores_codex":[0.9995439,0.000008802398,0.0001401043,0.00008750898,0.00008492707,0.0001347634],"domain_scores_gemma":[0.9997851,0.000004511108,0.00001422701,0.0001217404,0.00001894836,0.00005545032],"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":[0.00002439481,0.00001788921,0.0007919011,0.0002809329,0.00005010054,0.00003175691,0.0006190494,0.803294,0.05205825,0.0008083971,0.09840215,0.0436212],"study_design_scores_gemma":[0.0005970745,0.00002688895,0.0006161101,0.0000766583,0.0000185851,0.0001147577,0.0001195622,0.8703135,0.01758692,0.0001161595,0.1101433,0.0002704624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01602373,0.00007338435,0.8540474,0.00005013805,0.000998991,0.0001155614,8.629594e-7,0.0007031918,0.1279868],"genre_scores_gemma":[0.9901844,0.00001024387,0.0007090236,0.00000959273,0.0004727747,0.000005737756,0.000003804984,0.00002422396,0.008580254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9741606,"threshold_uncertainty_score":0.307861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00931457570708593,"score_gpt":0.1764841492612632,"score_spread":0.1671695735541772,"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."}}