{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002087377,0.0001828417,0.0002135293,0.004027205,0.000125196,0.00006465946,0.0001000413,0.0003316366,0.00001697451],"category_scores_gemma":[0.00004231074,0.0001760695,0.00003670854,0.003649766,0.0001088392,0.00007420442,0.000004362377,0.001133482,0.00002018318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007672456,"about_ca_system_score_gemma":0.00001892447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001451757,"about_ca_topic_score_gemma":0.0000267832,"domain_scores_codex":[0.9989309,0.0000198934,0.0001631652,0.0003410475,0.0001711144,0.0003738492],"domain_scores_gemma":[0.9993675,0.0002311098,0.000005687255,0.0002812645,0.00004729471,0.00006715213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001740448,0.00005215072,0.000298659,0.0004555977,0.0005522724,0.00005795879,0.00005949464,0.8309177,0.01090586,0.001381931,0.00007564516,0.1552253],"study_design_scores_gemma":[0.0002244208,0.000365434,0.0002724486,0.0001958668,0.00006471758,0.00002222163,0.0001127952,0.9859844,0.009172444,0.00005906726,0.003330236,0.0001958858],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3231335,0.002277529,0.6672749,0.001368922,0.0009882901,0.000698868,0.00003923889,0.003874358,0.0003444528],"genre_scores_gemma":[0.999091,0.0001982548,0.000171056,0.000002055919,0.00004363297,0.0003680065,0.000002841202,0.00003829905,0.00008482014],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6759576,"threshold_uncertainty_score":0.7179905,"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."}}