{"id":"W4387064480","doi":"10.1109/psgec58411.2023.10255942","title":"Preface","year":2023,"lang":"en","type":"article","venue":"","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Session (web analytics); China; Join (topology); Special section; Library science; Telecommunications; Engineering; Engineering management; Computer science; Political science; Media studies; Sociology; World Wide Web; Engineering physics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004060414,0.00002028266,0.00002482387,0.00001601665,0.000007509023,0.000005844613,0.0000239086,0.00001107172,0.0003196452],"category_scores_gemma":[0.000005035542,0.00001782445,0.000008404569,0.000128346,0.000002092184,0.00002303891,0.000004580741,0.00001203909,0.0009426344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006180158,"about_ca_system_score_gemma":0.000001259455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.991493e-7,"about_ca_topic_score_gemma":0.000002567543,"domain_scores_codex":[0.9998466,0.000002792763,0.00003934457,0.00002906012,0.00002862053,0.00005356983],"domain_scores_gemma":[0.9999029,0.000006756432,0.000001075955,0.00006734761,0.000004507139,0.0000174187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001183932,0.000007704788,0.004759087,0.0001067657,0.00002147919,0.000003046994,0.0008319381,0.7237744,0.001074111,0.005486006,0.2613454,0.002588977],"study_design_scores_gemma":[0.00007570592,0.000002555125,0.008010933,0.000002044291,7.220355e-7,5.245954e-7,0.0000735412,0.8716496,0.001008924,0.00007518239,0.1190247,0.00007562888],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05195546,0.0000262388,0.1410384,0.0001117098,0.0006121334,0.0000940043,0.000003132202,0.004956157,0.8012027],"genre_scores_gemma":[0.9950424,0.000005103556,0.0002314307,0.000009293239,0.000003543677,0.00000355483,0.000002139766,0.000004377735,0.004698134],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.943087,"threshold_uncertainty_score":0.9998353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009178515599131642,"score_gpt":0.1946118681152871,"score_spread":0.1854333525161555,"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."}}