{"id":"W2283873418","doi":"10.2172/1167261","title":"Light Trapping, Absorption and Solar Energy Harvesting by Artificial Materials","year":2014,"lang":"en","type":"report","venue":"","topic":"Silicon Nanostructures and Photoluminescence","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Trapping; Conical surface; Materials science; Photonic crystal; Optoelectronics; Absorption (acoustics); Silicon; Nanowire; Solar energy; Optics; Composite material; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020008,0.000143548,0.00009996996,0.0001929078,0.0002365915,0.0004023458,0.000333194,0.0002713822,0.0003441789],"category_scores_gemma":[0.0002480716,0.0001161293,0.0001255485,0.0002003335,0.0005904816,0.0003918151,0.0002121712,0.0002495069,0.00007005831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002535496,"about_ca_system_score_gemma":0.0001866364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004896228,"about_ca_topic_score_gemma":0.000984278,"domain_scores_codex":[0.9998729,0.00002195738,0.000005940068,0.00001531647,0.00005735328,0.00002655146],"domain_scores_gemma":[0.9999152,0.00003810318,0.00001671088,0.000006979117,0.00001228148,0.00001070963],"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":[0.00009798887,0.0000776606,0.001388143,0.0001722265,0.00001405204,0.0001035327,0.0001028231,0.004846612,0.9659953,0.01646188,0.0002404136,0.01049941],"study_design_scores_gemma":[0.00001582032,0.0001406406,0.0009270429,0.000008285376,0.00001184618,0.0001157787,0.0000403637,0.01151226,0.9831499,0.001171516,0.002893679,0.00001286082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907869,0.002143949,0.003639742,0.0001476668,0.00001267283,0.000005592835,0.00002038638,0.00002360117,0.003219629],"genre_scores_gemma":[0.9944863,0.001021269,0.003574771,0.00001931782,0.000007844059,0.000005951906,0.00002942938,0.000006632705,0.0008484634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004896228,"threshold_uncertainty_score":0.001839578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939094336679325,"score_gpt":0.2462561348099331,"score_spread":0.2268651914431399,"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."}}