{"id":"W3120958702","doi":"10.1109/pvsc45281.2020.9300758","title":"High performance dual junction GaInP/GaAs for concentrator photovoltaic quad-junction","year":2020,"lang":"en","type":"preprint","venue":"","topic":"solar cell performance optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Concentrator; Photovoltaic system; Fabrication; Optoelectronics; Materials science; Gallium arsenide; Photovoltaics; Energy conversion efficiency; Optics; Electrical engineering; Engineering; Medicine; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001826805,0.0005246645,0.0004806159,0.0001483052,0.0001405608,0.0001461216,0.0001798259,0.00054807,0.0003303812],"category_scores_gemma":[0.00003956732,0.0005667045,0.0001614569,0.0002341763,0.00003916713,0.0003816942,0.0001135737,0.0006706452,0.0001997276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004444253,"about_ca_system_score_gemma":0.0001056871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007401861,"about_ca_topic_score_gemma":0.00001781736,"domain_scores_codex":[0.9980525,0.00002121395,0.0005669031,0.0005737026,0.0003234867,0.0004621507],"domain_scores_gemma":[0.9990426,0.00003922842,0.0001456352,0.0004373731,0.000185121,0.000150001],"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":[0.0001244817,0.00002813839,0.0006591677,0.001469441,0.0001818027,0.000001434589,0.000220994,0.9653204,0.01285472,0.00009581651,0.01622099,0.002822583],"study_design_scores_gemma":[0.0007938367,0.0001140048,0.0009654429,0.00009421596,0.0001230508,0.00000374513,0.00005831334,0.9588938,0.03211895,0.00008459247,0.006137829,0.0006121953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4748084,0.000363923,0.501132,0.0001247224,0.01410819,0.002820425,0.00006750393,0.003141565,0.00343334],"genre_scores_gemma":[0.969795,0.0008710847,0.02487013,0.0001718112,0.001520331,0.0006022542,0.001426171,0.0001984055,0.0005448329],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4949866,"threshold_uncertainty_score":0.9996784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770491913414052,"score_gpt":0.207809882819973,"score_spread":0.1901049636858324,"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."}}