{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007798985,0.0001271527,0.0001246902,0.0000085484,0.0002429399,0.00009634483,0.0001014357,0.00006189477,0.0006211279],"category_scores_gemma":[0.00002241866,0.0000419993,0.00006466127,0.0001608057,0.00002077025,0.00008619762,0.00003532935,0.00007808562,0.00001971048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006430114,"about_ca_system_score_gemma":0.00000739021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003614001,"about_ca_topic_score_gemma":0.007611888,"domain_scores_codex":[0.9993544,0.00004642699,0.0001207163,0.0002129826,0.00008217032,0.0001832802],"domain_scores_gemma":[0.9992904,0.0005342573,0.00002793917,0.00005169931,0.00003145505,0.00006426352],"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":[0.0001134112,0.00005619854,0.04201712,0.0000122424,0.0001345276,0.00000600771,0.0002114666,0.00001130204,0.09978476,0.005712619,0.8344893,0.01745101],"study_design_scores_gemma":[0.00009041937,0.0001128686,0.03175353,0.00004247785,0.00005574567,0.00004341961,0.0001475029,0.000380688,0.001806293,0.001775288,0.9636121,0.0001796904],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8940004,0.007926793,0.0000437775,0.008975892,0.0007377852,0.0001041746,0.0004307965,0.00008809124,0.08769229],"genre_scores_gemma":[0.9759559,0.004400215,0.00001289225,0.001813139,0.0001342333,0.0000125771,0.0001385557,8.906243e-7,0.01753158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1291227,"threshold_uncertainty_score":0.6800915,"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."}}