{"id":"W4362514067","doi":"10.3103/s0003701x22060093","title":"Novel Hybrid Photovoltaic Array Arrangement to Mitigate Partial Shading Effects","year":2022,"lang":"en","type":"article","venue":"Applied Solar Energy","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shading; Photovoltaic system; Optics; Environmental science; Materials science; Optoelectronics; Computer science; Physics; Electrical engineering; Engineering; Computer graphics (images)","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":[0.00006950182,0.0002368458,0.0002709662,0.0002240241,0.0002099149,0.0003054063,0.0006177551,0.0002477454,0.002384929],"category_scores_gemma":[0.0001136711,0.0001005354,0.0002058821,0.0003291759,0.0001013236,0.0004093124,0.0002720667,0.0001632638,0.0006044832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291477,"about_ca_system_score_gemma":0.00008638276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001338848,"about_ca_topic_score_gemma":0.0003862436,"domain_scores_codex":[0.9999185,0.0000179363,0.000004043197,0.00002306747,0.00002632805,0.00001010821],"domain_scores_gemma":[0.9999317,0.000009260117,0.00001542942,0.00001656551,0.00001986244,0.00000723906],"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":[0.0002969461,0.0001691987,0.002206305,0.0002406633,0.0001287152,0.0005087908,0.000131901,0.2073495,0.4071382,0.009018287,0.003257465,0.3695541],"study_design_scores_gemma":[0.00006277418,0.001035834,0.003850794,0.00003170585,0.00008669672,0.001238779,0.00008877968,0.8495843,0.1211395,0.005629149,0.01721274,0.00003899883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2858116,0.0005133901,0.6874494,0.0001186393,0.0000978924,0.00005489036,0.000117495,0.001445123,0.02439156],"genre_scores_gemma":[0.9509295,0.00008721109,0.04567441,0.00003824561,0.00002259825,0.00003385802,0.00006443189,0.00003284186,0.003117096],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002384929,"threshold_uncertainty_score":0.00797838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009689001994454376,"score_gpt":0.2142318365643059,"score_spread":0.2045428345698515,"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."}}