{"id":"W2743624743","doi":"10.6028/nist.ir.6714-1","title":"Surge protection in low-voltage AC power circuits - an anthology, part 1 - annotated bibliography","year":2001,"lang":"en","type":"report","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centennial College","funders":"National Institute of Standards and Technology","keywords":"Bibliography; Electrical engineering; Power (physics); Voltage; Electronic circuit; Computer science; Engineering; Library science; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","bibliometrics","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00101512,0.0005510027,0.0006378289,0.01223173,0.0001112159,0.0001096239,0.0001763844,0.001349094,0.001247263],"category_scores_gemma":[0.0001031523,0.000561021,0.0002497539,0.01635129,0.00005077353,0.0003792995,0.00002000219,0.001749058,0.0000919005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002435562,"about_ca_system_score_gemma":0.00009479765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001442105,"about_ca_topic_score_gemma":0.0008028937,"domain_scores_codex":[0.9970525,0.0001568772,0.0008251937,0.0006726145,0.0005844792,0.0007083468],"domain_scores_gemma":[0.9988526,0.00003861305,0.0001438284,0.0004811331,0.0002827689,0.0002010991],"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":[0.0003300479,0.001906905,0.01580417,0.003378977,0.001223193,0.00175563,0.0003233458,0.01187044,0.07155667,0.00003226029,0.2758989,0.6159195],"study_design_scores_gemma":[0.001023443,0.0009076823,0.02126417,0.0004799658,0.00007225983,0.001010218,0.00004187606,0.006393744,0.01208249,0.0002921027,0.9542021,0.002229935],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2680686,0.005005906,0.08121509,0.0001539708,0.02290038,0.009693121,0.0002631506,0.01582351,0.5968762],"genre_scores_gemma":[0.978608,0.01609433,0.00002681842,0.00006727921,0.0006334714,0.0007212151,0.0002697018,0.0002559363,0.003323266],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7105393,"threshold_uncertainty_score":0.9999474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256923798825237,"score_gpt":0.2779156718244228,"score_spread":0.2453464338361705,"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."}}