{"id":"W7056674067","doi":"","title":"Feasibility of two technologies for detecting leaks in wastewater forcemains","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inflow; Leak detection; Wastewater; Metre; Leak; Outflow","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.00123074,0.0006243393,0.0006161286,0.001841531,0.0009083516,0.0009567983,0.0009419858,0.001127516,0.000946847],"category_scores_gemma":[0.002624445,0.0003630707,0.0004164032,0.0005765906,0.001068034,0.001163495,0.0009465687,0.0006688445,0.0002938232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388822,"about_ca_system_score_gemma":0.00124533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008697782,"about_ca_topic_score_gemma":0.01549942,"domain_scores_codex":[0.9986884,0.000186305,0.00004754333,0.0002597111,0.0006096896,0.0002084007],"domain_scores_gemma":[0.9980411,0.0005272164,0.0003251865,0.00009195146,0.0009250894,0.00008951262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001242794,0.0004989551,0.04897882,0.0005433236,0.00004930483,0.0004696855,0.001306874,0.001212923,0.8252181,0.001007682,0.0006892256,0.1187824],"study_design_scores_gemma":[0.0002173864,0.004940481,0.08241489,0.00005978384,0.0001255748,0.0008233063,0.001578759,0.008589003,0.8927703,0.0006204359,0.007708651,0.0001514147],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9057313,0.0008619726,0.08710258,0.0005094782,0.0001159594,0.0006404109,0.0003220701,0.001381063,0.003335248],"genre_scores_gemma":[0.9563254,0.0003718746,0.04004296,0.0001446202,0.00001685159,0.0002467283,0.0001798752,0.00003896496,0.002632696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008697782,"threshold_uncertainty_score":0.01729429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03047047264851887,"score_gpt":0.3230789221056075,"score_spread":0.2926084494570886,"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."}}