{"id":"W2068424506","doi":"10.1109/mpae.2006.1632451","title":"Life extension and condition assessment: techniques for an aging utility infrastructure","year":2006,"lang":"en","type":"article","venue":"IEEE Power and Energy Magazine","topic":"High voltage insulation and dielectric phenomena","field":"Materials Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Powertech Labs (Canada)","funders":"","keywords":"Life extension; Transformer; Reliability engineering; Engineering; Risk analysis (engineering); Maintenance engineering; Computer science; Electrical engineering; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007506383,0.0006442622,0.0003569461,0.001635298,0.0004291716,0.0007972243,0.0006638141,0.0008538915,0.002027817],"category_scores_gemma":[0.002639429,0.0002598711,0.0002119587,0.0008565602,0.0007972714,0.002111721,0.0008215177,0.0008880367,0.001019663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002690676,"about_ca_system_score_gemma":0.0003288149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005093611,"about_ca_topic_score_gemma":0.0006160767,"domain_scores_codex":[0.9994907,0.0001248314,0.00001976163,0.00009632755,0.0002416728,0.00002668911],"domain_scores_gemma":[0.9988987,0.0003834059,0.0001724624,0.0001882447,0.000298549,0.00005857377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002459371,0.000118159,0.004358757,0.000309018,0.00002502882,0.000320484,0.0007052699,0.01387359,0.1206367,0.01490513,0.003728994,0.8407729],"study_design_scores_gemma":[0.00009664388,0.001202196,0.02128572,0.0003825195,0.0001734324,0.006524676,0.0009871204,0.5764771,0.1990459,0.09230059,0.1011949,0.0003292512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01819539,0.001789202,0.9729881,0.0002352127,0.00005416774,0.00006620448,0.0000700239,0.001507095,0.005094585],"genre_scores_gemma":[0.4225808,0.002749208,0.5683138,0.0001630169,0.000122847,0.000124718,0.0001174997,0.0001745157,0.005653503],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002027817,"threshold_uncertainty_score":0.006783724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009605761359863482,"score_gpt":0.2666552903997391,"score_spread":0.2570495290398756,"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."}}