{"id":"W4412431742","doi":"10.1109/ictem66196.2025.11063504","title":"Impact of Different Weather Conditions on the Efficiency of Photovoltaic Systems","year":2025,"lang":"en","type":"article","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Photovoltaic system; Computer science; Meteorology; Environmental science; Electrical engineering; Engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004036653,0.0003424385,0.0004680313,0.0002268642,0.0002512426,0.0006199867,0.0001837888,0.0004601135,0.0008041358],"category_scores_gemma":[0.001317351,0.0001464384,0.0003767912,0.0003117884,0.0002224533,0.0004653882,0.0002426924,0.0002387811,0.0001649334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002718701,"about_ca_system_score_gemma":0.0001473019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0018822,"about_ca_topic_score_gemma":0.001794574,"domain_scores_codex":[0.9996842,0.00007041803,0.00002877147,0.00004949606,0.00009349368,0.00007357885],"domain_scores_gemma":[0.9994111,0.0003842165,0.00006764552,0.00004469442,0.00007536255,0.00001691886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0008125555,0.000179684,0.04304638,0.0003723721,0.0002325483,0.0009277503,0.0001609984,0.8052568,0.1181226,0.0004969549,0.0005105884,0.02988076],"study_design_scores_gemma":[0.00009957591,0.001590254,0.2213887,0.00006568391,0.0003171387,0.0006045061,0.0007319528,0.4667787,0.3047358,0.0008387084,0.002740111,0.0001089536],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941633,0.0002801369,0.00335256,0.00003865806,0.00001712242,0.00001125469,0.0001561222,0.00005334959,0.001927536],"genre_scores_gemma":[0.9994348,0.00007159966,0.0002868092,0.000005747812,0.000001790131,0.000003330686,0.00004874972,0.000009795333,0.0001374925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0018822,"threshold_uncertainty_score":0.003742456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.012799253964028,"score_gpt":0.283438726288809,"score_spread":0.270639472324781,"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."}}