{"id":"W4210639342","doi":"10.1201/b11897-7","title":"Smart Grids","year":2012,"lang":"en","type":"book-chapter","venue":"","topic":"Smart Grid Energy Management","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":[],"consensus_categories":[],"category_scores_codex":[0.0005691262,0.001039162,0.0006988781,0.001225802,0.0009369043,0.004227316,0.0013553,0.001820339,0.2494135],"category_scores_gemma":[0.002293241,0.0004113021,0.0005771987,0.002155045,0.0005151093,0.00518,0.002993911,0.00174333,0.1404898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001151637,"about_ca_system_score_gemma":0.001192774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001033218,"about_ca_topic_score_gemma":0.001140681,"domain_scores_codex":[0.9992785,0.0001379117,0.00004936917,0.0001617211,0.0002939219,0.00007868561],"domain_scores_gemma":[0.9992526,0.0001228402,0.00004279421,0.0002045403,0.0002805601,0.00009671167],"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":[0.00007764138,0.00003378986,0.0004607873,0.0005795287,0.00002229582,0.0001598621,0.0001432471,0.001385938,0.001389407,0.07541586,0.6936538,0.226678],"study_design_scores_gemma":[0.000005411341,0.00001352148,0.0001629775,0.0001624296,0.000004852601,0.0001248118,0.0000678631,0.0005672979,0.0003277412,0.0117735,0.9867812,0.000008545144],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004049622,0.02059544,0.05020004,0.01641265,0.0141001,0.0004087279,0.008492579,0.009252773,0.876488],"genre_scores_gemma":[0.05039752,0.03538616,0.02568097,0.005328698,0.005290917,0.0004587646,0.01680316,0.002553082,0.8581007],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2494135,"threshold_uncertainty_score":0.8343714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01224850663436613,"score_gpt":0.1687725648200725,"score_spread":0.1565240581857064,"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."}}