{"id":"W2084896820","doi":"10.1117/12.916786","title":"Optical simulation and fabrication of periodic triangular gratings for the enhancement of photovoltaic solar panels","year":2012,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"solar cell performance optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Sunlight; Photovoltaic system; Optics; Materials science; Ray; Optoelectronics; Daylight; Absorption (acoustics); Solar energy; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008083033,0.0002522072,0.0003787621,0.00009356617,0.00007929916,0.00004526924,0.0003840441,0.0001663968,0.0000095552],"category_scores_gemma":[0.0005983259,0.0001996859,0.0003332004,0.0002732866,0.000200839,0.0006175527,0.00007098573,0.0001774335,3.607695e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001037773,"about_ca_system_score_gemma":0.00001675079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004364254,"about_ca_topic_score_gemma":4.525321e-8,"domain_scores_codex":[0.9982119,2.932316e-8,0.0007739362,0.0001975182,0.0004905342,0.000326062],"domain_scores_gemma":[0.99797,0.0003011909,0.0003695333,0.00006915018,0.001211076,0.00007901196],"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":[0.0001040698,0.0001069345,0.0009298477,0.001294503,0.0004066098,5.00765e-9,0.001102423,0.01984228,0.9478537,0.02695024,0.0002210006,0.001188405],"study_design_scores_gemma":[0.000631277,0.0001506013,0.001218723,0.0001234385,0.00017222,0.000001668795,0.0007398315,0.6230717,0.3732342,0.0001074933,0.0003950471,0.000153836],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879625,0.0003661405,0.010031,0.0001440292,0.0002264839,0.0009890593,0.00002777617,0.0000478836,0.0002051676],"genre_scores_gemma":[0.891968,0.0001953778,0.1073054,0.00001513929,0.0002348544,0.0001933677,0.00001220353,0.00005035691,0.00002532577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6032294,"threshold_uncertainty_score":0.8142955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459489202359223,"score_gpt":0.234405853236099,"score_spread":0.2198109612125068,"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."}}