{"id":"W4297977699","doi":"10.2172/1889675","title":"PV Lifetime Project (2021 NREL Annual Report)","year":2022,"lang":"en","type":"report","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of Energy Efficiency; Solar Energy Technologies Office; Sandia National Laboratories; U.S. Department of Energy; Office of Energy Efficiency and Renewable Energy; National Renewable Energy Laboratory","keywords":"Photovoltaic system; Environmental science; Degradation (telecommunications); Reliability engineering; Meteorology; Atmospheric sciences; Electrical engineering; Physics; 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":[0.004950271,0.0008173723,0.0004984207,0.001083182,0.0008515685,0.001692487,0.00199707,0.00150369,0.05735913],"category_scores_gemma":[0.003961348,0.0003877446,0.0004458978,0.001300232,0.000247876,0.001643831,0.001258726,0.00117046,0.03493768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002584309,"about_ca_system_score_gemma":0.006958891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01838662,"about_ca_topic_score_gemma":0.02070736,"domain_scores_codex":[0.9980112,0.0002415729,0.00003990942,0.000189352,0.001277063,0.000240877],"domain_scores_gemma":[0.996029,0.0002249763,0.0001086043,0.0002716205,0.003018253,0.0003475395],"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":[0.0003547407,0.0002150254,0.00124474,0.0003834497,0.00002945194,0.00006897423,0.00005647893,0.001294666,0.005311949,0.007624248,0.8438563,0.1395601],"study_design_scores_gemma":[0.00003141199,0.0001013555,0.001443759,0.0000697301,0.00001019,0.00004717968,0.00003263898,0.0006101785,0.003412903,0.0008841876,0.9933453,0.00001115876],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01315239,0.00669242,0.03945109,0.009698511,0.003775337,0.00193715,0.3521777,0.01018552,0.5629299],"genre_scores_gemma":[0.06362873,0.0063282,0.0607092,0.005376542,0.0003504027,0.00298397,0.3697239,0.004984018,0.485915],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05735913,"threshold_uncertainty_score":0.1918854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831371709787009,"score_gpt":0.3131939899781658,"score_spread":0.2848802728802957,"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."}}