{"id":"W1639021697","doi":"10.1109/pesgm.2015.7286585","title":"DC distribution systems for homes","year":2015,"lang":"en","type":"article","venue":"","topic":"Electrical Fault Detection and Protection","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science","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":[0.00007972867,0.00003951857,0.0000472499,0.00001736626,0.0000209577,0.00002151271,0.00001964709,0.00004248312,0.000004893421],"category_scores_gemma":[0.00003199612,0.00003427812,0.00001884526,0.0001020147,0.000002479133,0.00004624567,0.000001558343,0.00003761128,0.00003947674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007242351,"about_ca_system_score_gemma":0.000003887124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001937587,"about_ca_topic_score_gemma":0.000002360848,"domain_scores_codex":[0.9997509,0.000005887846,0.00006473354,0.00004531118,0.00004827261,0.00008490274],"domain_scores_gemma":[0.9998497,0.00001411455,0.000004945974,0.00004276475,0.00003764877,0.00005085549],"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":[0.0001638999,0.00006592581,0.0002676218,0.0005073208,0.0001477789,0.00000185061,0.0001690917,0.1734984,0.01821221,0.03341912,0.5907863,0.1827604],"study_design_scores_gemma":[0.000339145,0.0001092015,0.00005211418,0.000004217507,0.00000508123,0.000007880212,0.00003871699,0.4331786,0.01994503,0.0006029976,0.5456071,0.0001099139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01030383,0.0005278558,0.982489,0.0000509581,0.0009008413,0.0002549377,0.000009939053,0.0007187736,0.004743808],"genre_scores_gemma":[0.9986072,0.00001635259,0.00009125777,0.000006907495,0.0001231035,0.0000737685,0.00002037154,0.000007216253,0.001053864],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9883033,"threshold_uncertainty_score":0.1397821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02028791655164321,"score_gpt":0.2385184134986455,"score_spread":0.2182304969470023,"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."}}