{"id":"W7024947663","doi":"","title":"Translation of pipe inspection results into condition rating using fuzzy synthetic valuation technique","year":2006,"lang":"en","type":"article","venue":"NPARC","topic":"Quantum Chromodynamics and Particle Interactions","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"American Water Works Association Research Foundation","keywords":"Mains electricity; Fuzzy logic; Condition monitoring; Distress; Field (mathematics); Fuzzy set","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003621405,0.0005528047,0.0004911869,0.001870048,0.0002767488,0.001559568,0.0004997582,0.0004367218,0.00341645],"category_scores_gemma":[0.02044346,0.0002147745,0.0004874144,0.001367307,0.0006160112,0.001206061,0.0004889146,0.0005431263,0.0005247939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007570772,"about_ca_system_score_gemma":0.0004885861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002385268,"about_ca_topic_score_gemma":0.001354291,"domain_scores_codex":[0.9981704,0.0007173616,0.0002573646,0.0001930951,0.0005938593,0.0000679241],"domain_scores_gemma":[0.9928674,0.003310212,0.0007856349,0.0005860987,0.00231611,0.000134488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001630385,0.000472143,0.02618633,0.0007000347,0.0002248164,0.00075404,0.002053924,0.2480268,0.04964907,0.02731723,0.003299969,0.6396853],"study_design_scores_gemma":[0.00005605536,0.0006958437,0.01922004,0.00007325569,0.00006891737,0.0001787995,0.0006706031,0.946682,0.01247817,0.01783356,0.001946396,0.00009619733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2135159,0.00007525182,0.777705,0.0001833396,0.00009457931,0.0002747635,0.000432375,0.000630661,0.007088215],"genre_scores_gemma":[0.8302662,0.00006430187,0.1683477,0.00002545339,0.00002112299,0.0001681412,0.0002878742,0.00003856948,0.0007805704],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003621405,"threshold_uncertainty_score":0.01915205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989289143182343,"score_gpt":0.2937608282874323,"score_spread":0.2738679368556088,"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."}}