{"id":"W4414343938","doi":"10.1117/12.3064098","title":"Ideal asymmetric nonimaging concentrator with restricted exit angles","year":2025,"lang":"en","type":"article","venue":"","topic":"solar cell performance optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Concentrator; Acceptance angle; Limiting; Nonimaging optics; Ideal (ethics); Range (aeronautics); Solar energy; Monte Carlo method","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":[0.0002685596,0.0003938627,0.000453335,0.000363024,0.0003116119,0.001037497,0.0008839993,0.0004379746,0.001926678],"category_scores_gemma":[0.000464183,0.0002637765,0.0002377268,0.000686042,0.0006126378,0.0009672799,0.0005908543,0.0004894884,0.0009892334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005641609,"about_ca_system_score_gemma":0.0006550318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003652674,"about_ca_topic_score_gemma":0.0003319723,"domain_scores_codex":[0.9996586,0.00003156485,0.00002126431,0.00008254952,0.0001565559,0.00004948385],"domain_scores_gemma":[0.9997076,0.00003361463,0.00006750033,0.00004475909,0.0001101455,0.00003642329],"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":[0.0005323922,0.00008506115,0.001651871,0.0003223621,0.00003690896,0.0004681416,0.0001735228,0.01644719,0.8333801,0.08699059,0.002692596,0.05721927],"study_design_scores_gemma":[0.0001071889,0.0005235847,0.0007205283,0.00002559153,0.00004337039,0.001468593,0.00007165449,0.1166717,0.8451359,0.005596906,0.02956557,0.00006951486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.328263,0.001075658,0.6019799,0.0004993549,0.0002880094,0.0002755107,0.0007698169,0.001760428,0.06508829],"genre_scores_gemma":[0.8697857,0.0006130217,0.1203016,0.0001858285,0.00007006207,0.0001269338,0.0003115607,0.000141098,0.008464254],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001926678,"threshold_uncertainty_score":0.006445408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003505206718427515,"score_gpt":0.1891792767905897,"score_spread":0.1856740700721622,"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."}}