{"id":"W6940824149","doi":"10.1109/mpe.2025.3572171","title":"Meet the Candidates: PES President-elect, Secretary, and Treasurer [Society News]","year":2025,"lang":"en","type":"article","venue":"IEEE Power and Energy Magazine","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Hydro (Canada); University of Waterloo","funders":"","keywords":"Information system; Work (physics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006967816,0.0004688149,0.0003444236,0.0004918653,0.001854682,0.002344799,0.0004319297,0.002426926,0.361513],"category_scores_gemma":[0.002223484,0.0003578779,0.0003639265,0.0004196693,0.0002618159,0.001406216,0.001368846,0.002630048,0.2266627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005623662,"about_ca_system_score_gemma":0.001373776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00357899,"about_ca_topic_score_gemma":0.01042972,"domain_scores_codex":[0.9996827,0.00003063093,0.00001048721,0.00004199268,0.0001274156,0.0001068767],"domain_scores_gemma":[0.9985843,0.0000758669,0.00005508518,0.00004082133,0.0005828532,0.0006610937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002121465,0.00001731071,0.000251692,0.00001622447,0.000001603671,0.00004379529,0.00001477411,0.00001335988,0.0001119116,0.0003177625,0.9908853,0.008304942],"study_design_scores_gemma":[0.00001072879,0.00002874587,0.001792451,0.00002778247,0.000002773848,0.00004163322,0.0002046535,0.00005868549,0.0001049651,0.0002344531,0.9974871,0.000006049662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.006176252,0.001967169,0.001359321,0.09141336,0.05674624,0.0004512599,0.003765715,0.001289333,0.8368313],"genre_scores_gemma":[0.006409208,0.0005484436,0.0002625232,0.005624024,0.002455012,0.00009299871,0.0006977803,0.0001571954,0.9837528],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.361513,"threshold_uncertainty_score":0.9107242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00520948885309673,"score_gpt":0.1934705477795051,"score_spread":0.1882610589264084,"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."}}