{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002132651,0.00007894273,0.00009745324,0.00008347578,0.0001420621,0.00002368311,0.00003572517,0.00003328492,0.00006673946],"category_scores_gemma":[0.000007185558,0.00008486655,0.00007305042,0.000162623,0.00003410572,0.0001937141,0.000005556165,0.00008534312,0.000005403367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004756808,"about_ca_system_score_gemma":0.00003100773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007911123,"about_ca_topic_score_gemma":0.00003896295,"domain_scores_codex":[0.9992353,0.00006164856,0.0003378494,0.0001429176,0.0001249586,0.00009730658],"domain_scores_gemma":[0.9995091,0.00006487183,0.0001949999,0.0001158682,0.000097851,0.00001733163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002169373,0.0000958388,0.0004669869,0.000009064524,0.00001149889,1.603397e-7,0.0001916294,0.003579503,0.9667833,0.02473255,0.00001743323,0.004090327],"study_design_scores_gemma":[0.000408498,0.00004964036,0.0009242842,0.00007732126,0.00004532402,0.000002208863,0.0001351786,0.3139496,0.4348676,0.2493712,0.00005396962,0.0001151599],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6866449,0.000003170873,0.2971448,0.00007717589,0.00007778553,0.0001934184,0.00002583832,0.00003298193,0.01579999],"genre_scores_gemma":[0.9920793,2.966626e-7,0.007599438,0.00000208721,0.0001395901,0.00002743105,0.0001284029,0.00001053649,0.00001298656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5319157,"threshold_uncertainty_score":0.3460757,"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."}}