{"id":"W4409485594","doi":"10.5006/c2023-19267","title":"The Advantages and Challenges of a Direct to Install AC Mitigation Approach: a Case Study","year":2023,"lang":"en","type":"article","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Electrical engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001200107,0.0006701311,0.0003107307,0.0007001928,0.00116727,0.001096888,0.001332924,0.001594013,0.001720732],"category_scores_gemma":[0.002732278,0.0002645784,0.0003612346,0.0006108528,0.0008694756,0.0008624031,0.0007590913,0.0007783307,0.0002846821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002440975,"about_ca_system_score_gemma":0.001877291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05508596,"about_ca_topic_score_gemma":0.08613686,"domain_scores_codex":[0.9989758,0.0004489977,0.00003459338,0.00009316948,0.0003019543,0.0001455482],"domain_scores_gemma":[0.9975703,0.001195263,0.0001423661,0.0003177554,0.000605928,0.0001684179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"case_report","study_design_scores_codex":[0.00108525,0.004529411,0.0725308,0.0006254879,0.00009766676,0.01583828,0.004340548,0.7335498,0.03279175,0.01452767,0.006662,0.1134214],"study_design_scores_gemma":[0.000481712,0.004575731,0.03380603,0.0001269087,0.0001314345,0.003304512,0.01093077,0.8672103,0.04683752,0.005386808,0.02703471,0.0001736568],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9612993,0.0001143084,0.02542693,0.0004624505,0.00003191358,0.0004369781,0.0002136159,0.0002318863,0.01178258],"genre_scores_gemma":[0.9844373,0.000100406,0.01302458,0.00003166317,0.00000651108,0.00007366037,0.0000555494,0.00001874893,0.002251508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05508596,"threshold_uncertainty_score":0.1095306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02686652680496475,"score_gpt":0.2609926015340795,"score_spread":0.2341260747291148,"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."}}