{"id":"W4200295137","doi":"10.3390/engproc2021012045","title":"Designing of a Hybrid Photovoltaic Structure for an Energy-Efficient Street Lightning System Using PVsyst Software","year":2021,"lang":"en","type":"article","venue":"","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Renewable energy; Automotive engineering; Environmental science; Hybrid system; Fossil fuel; Grid; Battery (electricity); Engineering; Power (physics); Electrical engineering; Computer science; Waste management; Physics; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002221576,0.0001840434,0.0002804445,0.0001325635,0.0002301561,0.0001719213,0.0004547062,0.00006086946,0.00001204493],"category_scores_gemma":[0.00008011806,0.0001759141,0.0001117899,0.0004594421,0.00001926417,0.0002488676,0.0001222183,0.00007905174,5.279342e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001117642,"about_ca_system_score_gemma":0.0003290897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001930762,"about_ca_topic_score_gemma":0.00009490415,"domain_scores_codex":[0.998398,0.0001163604,0.0003805814,0.0004786639,0.0003195078,0.0003069043],"domain_scores_gemma":[0.9985061,0.0001642827,0.0002065875,0.0005873858,0.0003884099,0.0001472335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001759734,0.0001256466,0.002015379,0.0003800912,0.0000895364,0.00005791918,0.001162887,0.1019215,0.8607289,0.03020348,0.0003384276,0.002958592],"study_design_scores_gemma":[0.0002242954,0.00003803555,0.00003022936,0.00005606878,0.00001089596,0.00005367795,0.0002668066,0.5386817,0.4601951,0.0001131728,0.000196863,0.0001332007],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1922244,0.0001276311,0.8068445,0.000004249055,0.0003750901,0.0001450994,0.0000371209,0.0001829609,0.00005898361],"genre_scores_gemma":[0.6871695,6.609192e-7,0.3126102,0.00009815527,0.0000530507,0.000007111822,0.00002067889,0.00001497908,0.0000255943],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4949451,"threshold_uncertainty_score":0.7173567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591678028677981,"score_gpt":0.2487835602678961,"score_spread":0.2228667799811163,"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."}}