{"id":"W4393172112","doi":"10.1109/icpe59729.2023.10469609","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":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001978809,0.000898529,0.0007129795,0.002141498,0.002191173,0.003685109,0.001284196,0.001384412,0.2923325],"category_scores_gemma":[0.01730288,0.0002762322,0.0005250738,0.001313586,0.0006518333,0.003185847,0.001826068,0.004498042,0.203481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002203848,"about_ca_system_score_gemma":0.001812008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003481222,"about_ca_topic_score_gemma":0.00358582,"domain_scores_codex":[0.9987524,0.0001823358,0.00008922293,0.0002292399,0.0006342509,0.0001126899],"domain_scores_gemma":[0.9890999,0.001376686,0.0003660936,0.0005778905,0.00705102,0.001528346],"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":[0.00001856677,0.00001332913,0.00009279502,0.00005630493,0.00000126325,0.0000363968,0.00007159887,0.000054492,0.0001088377,0.003027476,0.9744221,0.02209685],"study_design_scores_gemma":[0.000002664502,0.00001492319,0.0002316879,0.00008555236,0.000001208443,0.00006871494,0.00007088186,0.00003526818,0.00006662869,0.001801809,0.9976156,0.000005084915],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001849459,0.01514032,0.01002026,0.09900266,0.4930401,0.0005735121,0.008887136,0.001861834,0.3696248],"genre_scores_gemma":[0.01228557,0.00988563,0.004346163,0.02189605,0.09838171,0.0003853227,0.007872294,0.001215791,0.8437315],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7076675,"threshold_uncertainty_score":0,"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."}}