{"id":"W3094255924","doi":"10.18280/i2m.190407","title":"Graph-Theory Based Optimal PMU Allocation Considering ZIB Effects","year":2020,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observability; Computer science; Graph; Graph theory; Mathematical optimization; Electric power system; Power (physics); Theoretical computer science; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003541698,0.0001968934,0.0002213822,0.00008057298,0.0000764491,0.00005824638,0.0001347822,0.0001140633,0.0001497123],"category_scores_gemma":[0.0002285301,0.0002053191,0.00008050622,0.0002672791,0.00005282373,0.0002285751,0.00001825099,0.0001516274,0.00005523718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007454334,"about_ca_system_score_gemma":0.00004056261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002073699,"about_ca_topic_score_gemma":0.000002379762,"domain_scores_codex":[0.9987276,0.0002309526,0.0003427663,0.0002602242,0.0002003744,0.0002381123],"domain_scores_gemma":[0.9993488,0.0002143033,0.00006225055,0.0001862853,0.00005503752,0.0001332804],"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":[0.0001466344,0.00004237033,0.01207857,0.0004537139,0.0001314159,0.0000143842,0.00117533,0.9599164,0.01545968,0.002000655,0.001345736,0.007235187],"study_design_scores_gemma":[0.004409864,0.0003773473,0.02037882,0.00005818481,0.0001197554,0.000008176156,0.0005641359,0.8711466,0.09854332,0.0007798233,0.002761702,0.0008522466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.255485,0.0001377612,0.7405559,0.0007770161,0.0005537838,0.0004328184,0.00001269195,0.000943394,0.001101675],"genre_scores_gemma":[0.9865211,0.00001088068,0.01233644,0.0009419748,0.00002738488,0.00006721168,0.00006067571,0.0000274337,0.000006939202],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7310361,"threshold_uncertainty_score":0.837267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813269928228539,"score_gpt":0.2380511936423184,"score_spread":0.219918494360033,"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."}}