{"id":"W4411736879","doi":"10.1049/ses2.70001","title":"Pseudo‐Measurement Models in Distribution Networks: A Review","year":2025,"lang":"en","type":"review","venue":"IET Smart Energy Systems","topic":"Power System Optimization and Stability","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Distribution (mathematics); Computer science; Mathematics; Mathematical analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0007294008,0.001157513,0.001244745,0.001508282,0.0001922141,0.001237226,0.001030078,0.001013914,0.0030375],"category_scores_gemma":[0.001849549,0.0004465803,0.0007067422,0.002837122,0.0004634327,0.001870349,0.0005638306,0.0009084607,0.001112678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006000612,"about_ca_system_score_gemma":0.00103984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00245341,"about_ca_topic_score_gemma":0.001688944,"domain_scores_codex":[0.9997391,0.00006226041,0.00003002992,0.00006023068,0.00009277306,0.0000156841],"domain_scores_gemma":[0.9990182,0.0006733382,0.0000795056,0.00003542436,0.0001767234,0.00001669418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000485005,0.00008071457,0.0007146992,0.01924331,0.0002030103,0.0002043241,0.00009831908,0.04670449,0.001011561,0.07819224,0.02679506,0.8267038],"study_design_scores_gemma":[0.00001765908,0.0002026635,0.001785334,0.009540979,0.0003671516,0.001158549,0.0001811578,0.05733449,0.001441924,0.06413214,0.8637056,0.0001324366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008565083,0.9693741,0.02322291,0.000649663,0.0003714927,0.00001671069,0.0001167187,0.00006180159,0.005330037],"genre_scores_gemma":[0.01415633,0.9796141,0.004127917,0.0001435579,0.0003416921,0.00002303057,0.0001302974,0.00001489234,0.00144819],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0030375,"threshold_uncertainty_score":0.01016152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03336443356755822,"score_gpt":0.2512995498429965,"score_spread":0.2179351162754383,"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."}}