{"id":"W3033387172","doi":"10.3390/en13112859","title":"Combined Duval Pentagons: A Simplified Approach","year":2020,"lang":"en","type":"article","venue":"Energies","topic":"Power Transformer Diagnostics and Insulation","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Pentagon; Centroid; Computer science; Identification (biology); Geometry; Transformer; Algorithm; Artificial intelligence; Theoretical computer science; Mathematics; Engineering; Electrical engineering","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":[0.0005125172,0.0008401918,0.001056684,0.002197736,0.0006848951,0.002194178,0.001965439,0.0009241429,0.01067781],"category_scores_gemma":[0.001485688,0.0006840038,0.001529014,0.00143664,0.0007302024,0.001558448,0.001920222,0.001228855,0.006005135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004375596,"about_ca_system_score_gemma":0.0008494597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002510014,"about_ca_topic_score_gemma":0.003787701,"domain_scores_codex":[0.9989445,0.000252462,0.00005513549,0.0002319514,0.0003973033,0.0001187754],"domain_scores_gemma":[0.9993759,0.0001117986,0.00003515359,0.0002147201,0.0002254139,0.00003709519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005461831,0.0001227946,0.00317444,0.0004522795,0.0001436212,0.001236774,0.0004894484,0.1606551,0.0332214,0.1195046,0.008819944,0.6716334],"study_design_scores_gemma":[0.0000284981,0.0001247106,0.001013961,0.00006063873,0.00004826396,0.001132122,0.0003100109,0.8933206,0.01570969,0.03148974,0.05668331,0.00007854227],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005829124,0.00009708741,0.9853699,0.00004195444,0.00006143927,0.00007785986,0.0001398401,0.0007489895,0.007633786],"genre_scores_gemma":[0.09520769,0.0001999784,0.8941252,0.00008185732,0.00004870243,0.0001198628,0.0006081036,0.0003591613,0.009249522],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01067781,"threshold_uncertainty_score":0.03572083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580218916663185,"score_gpt":0.194030803866949,"score_spread":0.1782286147003171,"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."}}