{"id":"W4283707847","doi":"10.3390/nanoenergyadv2030010","title":"Alternative Uses of Luminescent Solar Concentrators","year":2022,"lang":"en","type":"article","venue":"Nanoenergy Advances","topic":"Photochemistry and Electron Transfer Studies","field":"Chemistry","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Photovoltaic system; Optoelectronics; Solar cable; Engineering physics; Window (computing); Solar cell; Materials science; Planar; Photovoltaic thermal hybrid solar collector; Process engineering; Solar mirror; Electrical engineering; Engineering; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.00004747351,0.0001466534,0.0002183496,0.0000192449,0.0002184844,0.000004922279,0.0002693364,0.00002289248,0.0009007414],"category_scores_gemma":[0.00001909305,0.0001456939,0.00008383037,0.0001295975,0.0001162029,0.00009187261,0.0000743053,0.0001468964,7.765086e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006761861,"about_ca_system_score_gemma":0.00004796755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004861699,"about_ca_topic_score_gemma":0.00001107358,"domain_scores_codex":[0.9989745,0.00001921328,0.0002182683,0.0002437129,0.0002835424,0.0002607645],"domain_scores_gemma":[0.9995905,0.0000541584,0.00009769179,0.0001660382,0.00004757125,0.00004400855],"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":[0.0001833442,0.0002313344,0.004676066,0.0001453102,0.0001492004,0.00002098272,0.0004129175,0.002115867,0.9874659,0.001589356,0.0002035488,0.002806172],"study_design_scores_gemma":[0.0003482801,0.00003702113,0.00001194844,0.00001369724,0.00001512114,0.000006439979,0.0005107241,0.00003006807,0.8655735,0.000424052,0.1328936,0.0001356082],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748995,0.01075912,0.0001750324,0.00007617399,0.0002548782,0.00004623,0.0001448717,0.00007337869,0.01357081],"genre_scores_gemma":[0.9980476,0.001015817,0.00004889545,0.00005279623,0.00007659812,0.0000986193,0.00002394674,0.00001235264,0.0006233538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.13269,"threshold_uncertainty_score":0.9862487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007786944860688622,"score_gpt":0.2332811718677084,"score_spread":0.2254942270070198,"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."}}