{"id":"W4402937208","doi":"10.62051/ahmkts36","title":"Strong inverter fault analysis and protection strategy based on advanced diagnostic technology","year":2024,"lang":"en","type":"article","venue":"Transactions on Engineering and Technology Research","topic":"Smart Grid and Power Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ovarian Cancer Canada","funders":"","keywords":"Inverter; Reliability engineering; Fault (geology); Computer science; Risk analysis (engineering); Business; Engineering; Electrical engineering; Biology; Voltage","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":[0.0002466607,0.0006686357,0.0004508319,0.0008905143,0.0003523958,0.0006885208,0.0006191963,0.0006153035,0.0009171199],"category_scores_gemma":[0.0007698272,0.0001662654,0.0005257044,0.0004222347,0.0004077865,0.001455071,0.0005385749,0.0006086105,0.0001933486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005208488,"about_ca_system_score_gemma":0.0005782083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132267,"about_ca_topic_score_gemma":0.0008988605,"domain_scores_codex":[0.9997213,0.00002944677,0.0000209933,0.00006671834,0.0001309827,0.00003057739],"domain_scores_gemma":[0.9997829,0.00006264934,0.00004816474,0.00002340894,0.00006990072,0.00001312976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000309815,0.0001928904,0.004894409,0.0004416532,0.00009873052,0.000630157,0.0003999372,0.2433613,0.1256276,0.04816344,0.002200074,0.57368],"study_design_scores_gemma":[0.0000319852,0.0002403355,0.001354012,0.00002059931,0.00006121852,0.0003153693,0.00007327695,0.9557099,0.0251196,0.0144797,0.00256984,0.00002422407],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01966876,0.0003349587,0.9776009,0.0001394477,0.00002645826,0.00004393288,0.00002102925,0.0003181649,0.001846392],"genre_scores_gemma":[0.8805735,0.0006088316,0.117113,0.00008000677,0.00005115757,0.00004876604,0.00006948545,0.00002345853,0.001431961],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00132267,"threshold_uncertainty_score":0.003779113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586742246914024,"score_gpt":0.2670489638977468,"score_spread":0.2511815414286066,"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."}}