{"id":"W7093785419","doi":"","title":"Premium 440V 4p AC Solar Surge Protection Device And Ensuring Robust E – US and Canada Report","year":2024,"lang":"en","type":"other","venue":"","topic":"Islanding Detection in Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Surge; Current (fluid); Photovoltaic system; Work (physics); Solar energy","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":[0.000221408,0.0002804509,0.0002960775,0.0002135201,0.00003823453,0.0001016409,0.0000490622,0.0002800516,0.000164212],"category_scores_gemma":[0.00002154804,0.0002803732,0.00002582178,0.0001070179,0.0000144445,0.00004027921,0.00004084372,0.000329932,0.00001708842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002045356,"about_ca_system_score_gemma":0.00006125878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5259731,"about_ca_topic_score_gemma":0.7385593,"domain_scores_codex":[0.998877,0.00002154866,0.0002886112,0.0003748204,0.0002044883,0.0002334672],"domain_scores_gemma":[0.9995489,0.00001543612,0.00007275193,0.0002654425,0.00001980908,0.00007762042],"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":[0.000003016881,0.000002810358,0.001137241,0.004380361,0.0003669924,0.0004506852,0.00008897016,0.0002951611,0.0002620552,0.000009052418,0.9925704,0.0004332796],"study_design_scores_gemma":[0.00008586106,0.000008661829,0.000105491,0.0006280877,0.00004844019,0.001227548,0.00002471008,0.002438987,0.0005463999,0.000004974025,0.9944715,0.0004092924],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002406985,0.004081529,0.008067071,0.00003473917,0.01451753,0.001118307,0.00005003158,0.002405695,0.9673181],"genre_scores_gemma":[0.09259515,0.00009942502,0.0002193162,0.000009210081,0.0008069968,0.0001117086,0.00001099257,0.0007789165,0.9053683],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2125861,"threshold_uncertainty_score":0.9999648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008848793813038757,"score_gpt":0.1749620007155778,"score_spread":0.166113206902539,"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."}}