{"id":"W3088178389","doi":"10.52549/ijeei.v8i3.1609","title":"Towards energy transition: conjoint assessment of large-scale PV system performance and interconnection impacts in isolated microgrid","year":2020,"lang":"en","type":"article","venue":"Indonesian Journal of Electrical Engineering and Informatics (IJEEI)","topic":"Microgrid Control and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Universiti Teknologi Brunei","keywords":"Microgrid; Reliability engineering; Grid; Interconnection; Photovoltaic system; Distributed generation; Computer science; Islanding; Automotive engineering; Engineering; Electrical engineering; Renewable energy; Telecommunications","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":[0.0002100886,0.0001503513,0.000371032,0.0002504243,0.00002190551,0.00003919681,0.00006676398,0.00009451804,0.000002246286],"category_scores_gemma":[0.00001340884,0.0001371997,0.0000535631,0.0003302254,0.00001063758,0.0003684537,0.00001062613,0.0002904923,1.597064e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006399135,"about_ca_system_score_gemma":0.00003225577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002590933,"about_ca_topic_score_gemma":6.183006e-7,"domain_scores_codex":[0.9988092,0.00001414877,0.0007909079,0.0000501737,0.0001318033,0.0002038271],"domain_scores_gemma":[0.9995558,0.00002498949,0.0001409218,0.00004697764,0.00008051619,0.0001508107],"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":[0.0001247869,0.00003871279,0.0005104968,0.001544058,0.0001400677,0.00001387735,0.003660234,0.9683456,0.008214599,0.0001875395,0.00005360846,0.01716638],"study_design_scores_gemma":[0.001288375,0.0004507417,0.001564833,0.0002579739,0.00002864227,0.0002351654,0.0001927103,0.9936203,0.002035814,9.541507e-7,0.0001919542,0.0001325689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5407444,0.001121249,0.4577677,0.00009296678,0.00009211335,0.00007043077,0.000004496724,0.00004234678,0.0000643142],"genre_scores_gemma":[0.9957418,0.001327663,0.002793756,0.00005137432,0.00006532327,0.000002008883,0.000003655476,0.00001421326,2.06605e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4549974,"threshold_uncertainty_score":0.5594842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002755437855398409,"score_gpt":0.172523909177675,"score_spread":0.1697684713222765,"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."}}