{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002982957,0.00009787086,0.0000932848,0.0003777671,0.00004328246,0.00005137484,0.00007515379,0.00003843006,0.00004954533],"category_scores_gemma":[0.00001371827,0.0000855949,0.000013827,0.001968815,0.00001746543,0.000179783,0.00001231912,0.0000927785,0.00002369443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005343182,"about_ca_system_score_gemma":0.00002509898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001450409,"about_ca_topic_score_gemma":0.000007108568,"domain_scores_codex":[0.9994883,0.000006134202,0.000122036,0.0001068549,0.00009134805,0.0001853091],"domain_scores_gemma":[0.9997512,0.00002767951,0.0000124523,0.000133186,0.0000416189,0.00003390035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001478549,0.000185558,0.2107159,0.0004988861,0.0004228282,0.00005214195,0.0003712986,0.6042215,0.01125813,0.008530322,0.06828896,0.09530658],"study_design_scores_gemma":[0.0009863857,0.00002973341,0.01009915,0.00003805427,0.00001958432,0.000002044962,0.00007918265,0.9777915,0.007016178,0.00001549879,0.003763972,0.0001586585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2619314,0.001034322,0.3538,0.00009309543,0.000432376,0.0003750712,0.000004003822,0.001556148,0.3807736],"genre_scores_gemma":[0.9759843,0.0002179808,0.02333724,0.0000601526,0.00003058999,0.00001221123,0.0000153548,0.00002085931,0.0003212794],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7140529,"threshold_uncertainty_score":0.3490459,"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."}}