{"id":"W4378176555","doi":"10.3390/ma16113934","title":"Towards High-Efficiency Photon Trapping in Thin-Film Perovskite Solar Cells Using Etched Fractal Metadevices","year":2023,"lang":"en","type":"article","venue":"Materials","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"US-UK Fulbright Commission; Universitatea din București; York University; Fulbright Association; New York University","keywords":"Materials science; Reflection (computer programming); Perovskite (structure); Optics; Trapping; Optoelectronics; Polarization (electrochemistry); Thin film; Perovskite solar cell; Energy conversion efficiency; Solar cell; Fractal; Nanotechnology; Computer science; Chemistry; Physics; Crystallography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005901854,0.0002708218,0.0004576741,0.0002582337,0.0001037159,0.0002766032,0.0002763247,0.0001528873,0.000645981],"category_scores_gemma":[0.00001895185,0.0002645908,0.00005866146,0.0005382955,0.000032098,0.0002487109,0.00006584435,0.00009377736,0.0002923104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007924556,"about_ca_system_score_gemma":0.00002523746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005678951,"about_ca_topic_score_gemma":0.00001898501,"domain_scores_codex":[0.9983658,0.00006716103,0.000543554,0.0003142931,0.000205945,0.0005032934],"domain_scores_gemma":[0.9994881,0.00003789333,0.00007457604,0.0002973052,0.00002968758,0.00007248896],"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":[0.000005393971,0.00002392329,0.000008291399,0.0001382821,0.00001697775,0.000008197082,0.0006439574,0.01590046,0.982944,0.00008311945,0.00008755177,0.0001399101],"study_design_scores_gemma":[0.000259328,0.00001127443,0.001674927,0.00006672743,0.00002264156,0.000003046027,0.0002089302,0.01578295,0.9790251,0.0001741702,0.002451564,0.0003193642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965319,0.00007014198,0.0006254454,0.0000723082,0.00108622,0.0003581631,0.0002041788,0.0006228438,0.0004287754],"genre_scores_gemma":[0.998678,0.0001157472,0.0006954564,0.00004766014,0.0002169008,0.00009107459,0.00005822392,0.00006954769,0.00002737608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003918859,"threshold_uncertainty_score":0.9999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129252240228488,"score_gpt":0.2466091869488924,"score_spread":0.2253166645466076,"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."}}