{"id":"W3135018947","doi":"10.1016/j.renene.2021.03.007","title":"Numerical evaluation of one-dimensional transparent photonic crystal heat mirror coatings for parabolic dish concentrator receivers","year":2021,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Concentrated solar power; Optics; Radiation; Concentrator; Materials science; Solar mirror; Parabolic reflector; Optoelectronics; Reflector (photography); Nonimaging optics; Photonic crystal; Thermal; Solar energy; Photovoltaic thermal hybrid solar collector; Physics; Electrical engineering; Engineering; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004037311,0.0002284965,0.0004896792,0.00004627069,0.0001273484,0.00002449228,0.000152581,0.0001613909,0.001245227],"category_scores_gemma":[0.0001368032,0.0002296376,0.0002432213,0.0002967177,0.00005886424,0.00009821402,0.00001934556,0.00006314279,0.000004829298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000181763,"about_ca_system_score_gemma":0.0004792748,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04846898,"about_ca_topic_score_gemma":0.004312836,"domain_scores_codex":[0.997509,0.0003450109,0.000531122,0.0004514471,0.0007481094,0.000415309],"domain_scores_gemma":[0.9985889,0.0002189921,0.0001820472,0.0003223994,0.0005142948,0.0001733991],"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":[0.0002117307,0.0002245017,0.0003449231,0.00006706522,0.0001515954,0.000003670793,0.0002471422,0.2693991,0.7270986,0.0006031505,0.0005041515,0.001144291],"study_design_scores_gemma":[0.002546038,0.000124656,0.0002991905,0.0001510181,0.0001871906,0.00001735425,0.00018184,0.07100201,0.8816063,0.0008356141,0.04274661,0.0003021068],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834272,0.003810193,0.003457229,0.000156272,0.001281769,0.0004737344,0.000178709,0.0001168584,0.007098024],"genre_scores_gemma":[0.9976237,0.00005599407,0.0004201845,0.0001802856,0.0001361308,0.0002247053,0.0003847317,0.00004427982,0.0009299406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1983971,"threshold_uncertainty_score":0.9996678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05208952971258358,"score_gpt":0.2785833015301068,"score_spread":0.2264937718175232,"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."}}