{"id":"W4382540342","doi":"10.18280/mmep.100330","title":"Evaluating the Effects of Air Cooling on Photovoltaic Module Performance in Hot Climates: A Comprehensive Numerical and Experimental Investigation","year":2023,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Environmental science; Engineering physics; Meteorology; Aerospace engineering; Architectural engineering; Computer science; Engineering; Physics; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000342962,0.0001667556,0.0002747931,0.0001373969,0.00006583658,0.00002233963,0.00007411135,0.00007180996,0.000001474187],"category_scores_gemma":[0.00009504697,0.0001303904,0.00002553629,0.0002887111,0.00004653422,0.00007499511,0.00005297061,0.0001448295,0.000003719704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000326858,"about_ca_system_score_gemma":0.000007208793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005178421,"about_ca_topic_score_gemma":2.163726e-7,"domain_scores_codex":[0.998952,0.00004338174,0.000365671,0.0002126466,0.0002100685,0.0002162778],"domain_scores_gemma":[0.9991249,0.0005633263,0.00007170015,0.000154126,0.0000329243,0.00005298561],"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":[0.00001732879,0.00002232867,0.00004058614,0.001223248,0.000009939575,6.497053e-7,0.002022983,0.9388869,0.05644142,0.001247181,0.000001387286,0.00008608092],"study_design_scores_gemma":[0.0002764294,0.0002202509,0.0000937498,0.001273522,0.000007684716,0.000004939257,0.00007875748,0.9155142,0.08144651,0.0009590921,0.000003278414,0.0001216347],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535795,0.0001695838,0.04549424,0.000008099738,0.00003459147,0.0004433262,6.63725e-7,0.000234679,0.00003525521],"genre_scores_gemma":[0.9876161,0.00006704143,0.0119833,0.00001835725,0.00001223635,0.0002539401,0.000004243679,0.00003336712,0.00001138712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03403657,"threshold_uncertainty_score":0.5317165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04337823419485576,"score_gpt":0.2736978558416525,"score_spread":0.2303196216467967,"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."}}