{"id":"W2923903399","doi":"10.3389/fchem.2019.00137","title":"Enhancement in Power Conversion Efficiency of GaAs Solar Cells by Utilizing Gold Nanostar Film for Light-Trapping","year":2019,"lang":"en","type":"article","venue":"Frontiers in Chemistry","topic":"Nanowire Synthesis and Applications","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Science Foundation of Jiangsu Province; Government of Jiangsu Province; China Postdoctoral Science Foundation","keywords":"Materials science; Optoelectronics; Trapping; Energy conversion efficiency; Plasmonic solar cell; Absorption (acoustics); Solar cell; PEDOT:PSS; Current density; Organic solar cell; Scattering; Short circuit; Thin film; Light scattering; Polymer solar cell; Layer (electronics); Nanotechnology; Optics; Polymer","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":[0.0001088896,0.0001150962,0.0001974395,0.00004064258,0.00001349545,0.000006834151,0.0001535788,0.0001036044,0.00008307699],"category_scores_gemma":[0.000007643591,0.0001298212,0.00005384467,0.0001413067,0.00001608553,0.00004306624,0.00001765462,0.00009419955,0.00000445841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003905,"about_ca_system_score_gemma":0.00001517025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003930027,"about_ca_topic_score_gemma":2.331122e-7,"domain_scores_codex":[0.9992412,0.000003787994,0.0002535811,0.0001887261,0.00009254638,0.000220158],"domain_scores_gemma":[0.9996891,0.00002780521,0.00004374287,0.00019414,0.00001424895,0.00003095693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000006448306,0.00004968452,0.000543561,0.0003140276,0.000009088049,2.19875e-7,0.0001496571,0.0003297221,0.9788632,0.000001615183,0.0192536,0.0004792089],"study_design_scores_gemma":[0.0003286289,0.00000653181,0.00002131514,0.0001321785,0.000003979047,1.040169e-7,0.0004633816,0.008105785,0.9638113,0.00001104714,0.026981,0.0001347997],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826606,0.001087279,0.007865896,0.00003563262,0.0003483155,0.0003586276,0.0000332489,0.00003266733,0.007577732],"genre_scores_gemma":[0.9972684,0.0001252757,0.002062226,0.000006687308,0.000009554038,0.0000389665,0.00001419774,0.00001844326,0.0004562143],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01505191,"threshold_uncertainty_score":0.5293956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003024384285094725,"score_gpt":0.1797404801727583,"score_spread":0.1767160958876635,"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."}}