{"id":"W3119483299","doi":"10.1109/pvsc45281.2020.9300423","title":"Circular Stimulated Emission Luminescent Solar Concentrators (SELSCs)","year":2020,"lang":"en","type":"article","venue":"","topic":"Photochemistry and Electron Transfer Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Luminescence; Materials science; Laser; Work (physics); Optics; Concentrator; Slab; Nonimaging optics; Optoelectronics; Mechanical engineering; Physics; Engineering; Structural 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003054694,0.0002201013,0.0002338926,0.000006426269,0.0001277667,0.00002586204,0.0002014222,0.0001204235,0.002569996],"category_scores_gemma":[0.00004627745,0.0001977501,0.0001063472,0.0001361937,0.00005125373,0.00005900332,0.00003761962,0.0002417523,0.00004262403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000040179,"about_ca_system_score_gemma":0.00005080429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009261256,"about_ca_topic_score_gemma":3.59472e-7,"domain_scores_codex":[0.9987941,0.000008059586,0.0002368538,0.000371173,0.0002120351,0.0003778081],"domain_scores_gemma":[0.9994282,0.00002121093,0.00002932559,0.0001829524,0.00005287318,0.0002854415],"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":[0.00006134695,0.00005458593,0.00260081,0.0002237233,0.00008997293,0.00003107777,0.0003237159,0.00001469405,0.9933318,0.0000175974,0.002880685,0.0003699253],"study_design_scores_gemma":[0.000719164,0.00002059514,0.00003356437,0.00002759058,0.00003938058,0.000004434378,0.0002645558,0.001411814,0.9799622,0.00001795248,0.01724668,0.0002520902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724097,0.0006424362,0.000883981,0.001354993,0.00004042508,0.0001001078,0.00001688485,0.0004650111,0.02408647],"genre_scores_gemma":[0.9985701,0.00008461055,0.00002624749,0.000627418,0.0001387786,0.00001083369,0.00003883519,0.00002077798,0.0004824304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02616037,"threshold_uncertainty_score":0.9983418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01545863107139614,"score_gpt":0.2269690004029284,"score_spread":0.2115103693315322,"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."}}