{"id":"W7027547665","doi":"","title":"DC Surge Protection Devices: Safeguarding Electrical Systems – US and Canada Report","year":2024,"lang":"en","type":"other","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Safeguarding; Surge; Legislation; Government (linguistics); Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001642483,0.0002925652,0.0003312679,0.0003312599,0.00004408478,0.0001048194,0.00005050551,0.0003964865,0.0002088224],"category_scores_gemma":[0.00003472191,0.0002663684,0.00005195124,0.0004327773,0.000008290969,0.00003235291,0.00001227981,0.000593156,0.00006204156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004375653,"about_ca_system_score_gemma":0.0001005596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6689368,"about_ca_topic_score_gemma":0.5706956,"domain_scores_codex":[0.9987059,0.00003882614,0.0003175359,0.0003700858,0.0002736933,0.0002940023],"domain_scores_gemma":[0.9995937,0.00001932858,0.00006032174,0.0001856419,0.00002338458,0.0001176405],"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":[0.000009022209,0.000006530848,0.00005500771,0.001983495,0.0003422605,0.0004161942,0.000006417074,0.000307292,0.0008567667,0.0001547137,0.9843473,0.01151496],"study_design_scores_gemma":[0.00006068924,0.00002585021,0.00001174752,0.0001822994,0.00004140494,0.0008820427,0.000004995658,0.01167836,0.0004366974,0.00001147023,0.9863238,0.000340604],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003477219,0.01101997,0.01677994,0.00006403907,0.005237912,0.001473127,0.00001680924,0.003906779,0.9611537],"genre_scores_gemma":[0.07483582,0.0003452665,0.00006645326,0.00003669031,0.001044212,0.000283207,0.00001729608,0.0007832143,0.9225879],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09824124,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00728412685680329,"score_gpt":0.1998370202303942,"score_spread":0.1925528933735909,"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."}}