{"id":"W4312353367","doi":"10.1109/pvsc48317.2022.9938800","title":"Monochromatic Light Trapping in Photonic Power Converters","year":2022,"lang":"en","type":"article","venue":"2022 IEEE 49th Photovoltaics Specialists Conference (PVSC)","topic":"solar cell performance optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Monochromatic color; Trapping; Optoelectronics; Materials science; Photonics; Absorption (acoustics); Converters; Photovoltaic system; Optics; Power (physics); Physics; Electrical engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000422803,0.0004531125,0.0005341374,0.0005417316,0.0002947727,0.0001501922,0.0006356435,0.0001403908,0.008980341],"category_scores_gemma":[0.00002682085,0.0005713775,0.0001388137,0.001138045,0.00007453533,0.0004550831,0.000126645,0.0008697897,0.0001417122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009590929,"about_ca_system_score_gemma":0.0001910633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001241558,"about_ca_topic_score_gemma":0.0002502581,"domain_scores_codex":[0.9971971,0.0001187507,0.0007213681,0.0005354699,0.0006634586,0.0007638698],"domain_scores_gemma":[0.9989504,0.00006201194,0.000144825,0.0006169953,0.00006474209,0.0001609966],"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":[0.0002099994,0.000530424,0.003498099,0.0005756619,0.0003056747,0.0004342616,0.02279327,0.2609777,0.6750219,0.001552045,0.03045369,0.003647275],"study_design_scores_gemma":[0.001554212,0.0001235645,0.001182771,0.00007688701,0.00002840923,0.00004058357,0.001674139,0.9288063,0.0361969,0.0003632875,0.02891384,0.001039081],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.927088,0.0004250847,0.004016,0.0001411224,0.005821943,0.001676102,0.0001034891,0.0008568715,0.05987139],"genre_scores_gemma":[0.9976573,0.0002564506,0.0004467797,0.0002324142,0.0001332816,0.0004186276,0.00009540491,0.0001212971,0.0006384539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6678287,"threshold_uncertainty_score":0.9996738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116140925001263,"score_gpt":0.2000240105525559,"score_spread":0.1884099180524297,"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."}}