{"id":"W2798788945","doi":"10.1016/j.egyr.2018.02.002","title":"Anti-reflective structures for photovoltaics: Numerical and experimental design","year":2018,"lang":"en","type":"article","venue":"Energy Reports","topic":"Optical Coatings and Gratings","field":"Materials Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Science Foundation of Ningbo; Chinese Academy of Sciences; National Natural Science Foundation of China","keywords":"Materials science; Specular reflection; Optics; Photovoltaics; Optoelectronics; Ray tracing (physics); Anti-reflective coating; Photovoltaic system; Silicon; Absorption (acoustics); Solar cell; Energy conversion efficiency; Coating; Nanotechnology; Composite material","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":[0.0001808182,0.0001157163,0.0001694329,0.00002203442,0.0002063701,0.00008525178,0.00004735914,0.00005453794,0.0001587304],"category_scores_gemma":[0.00014812,0.00009093897,0.00003068531,0.00005587166,0.0001545293,0.000100227,0.00005278583,0.00002761546,0.000002076464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001822502,"about_ca_system_score_gemma":0.00003147053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000109038,"about_ca_topic_score_gemma":0.000004169178,"domain_scores_codex":[0.9990574,0.00002671258,0.0002166273,0.0003494988,0.0001339967,0.0002157949],"domain_scores_gemma":[0.9994907,0.00007054358,0.0001295821,0.0001388397,0.00008494005,0.00008534845],"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":[0.00003781843,0.00002107462,0.0001043676,0.00000246726,0.000004092812,0.00002205844,0.0002509088,0.00001020583,0.9958743,0.002478183,0.0009393726,0.0002551198],"study_design_scores_gemma":[0.0001096979,0.0004676096,0.0001536541,0.000005606072,0.000006340112,0.0001251346,0.00006126377,0.0004614778,0.9869919,0.008283152,0.003205159,0.000129008],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9644881,0.0001078076,0.03337324,0.00002706387,0.0004268143,0.0001245428,0.000002155966,0.00006523661,0.001384965],"genre_scores_gemma":[0.9452759,5.996857e-7,0.05399539,0.0002154264,0.0002416487,0.00004232298,0.000002110957,0.0000145041,0.0002121136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02062215,"threshold_uncertainty_score":0.3708383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01896846907936919,"score_gpt":0.2887205279369002,"score_spread":0.2697520588575311,"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."}}