{"id":"W3002143824","doi":"","title":"Duplicated design to further improve III-V solar cell efficiency at ultra-high concentration factors (&gt;1000 suns)","year":2019,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"solar cell performance optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Suns in alchemy; Solar cell; Materials science; Optoelectronics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002100635,0.0006242763,0.0005231015,0.0002208173,0.0002832826,0.000381022,0.001135195,0.0004307622,0.000313635],"category_scores_gemma":[0.0002143585,0.0006862338,0.0001894368,0.0005346739,0.000101048,0.0002517499,0.0004511931,0.0007010855,0.0003277294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006106758,"about_ca_system_score_gemma":0.0001590205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000342078,"about_ca_topic_score_gemma":0.0001404506,"domain_scores_codex":[0.9958777,0.001248188,0.0007349697,0.0009510261,0.0005316341,0.000656507],"domain_scores_gemma":[0.9952938,0.0006584449,0.0003636701,0.002250855,0.001147837,0.0002853709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004170595,0.000367778,0.002477394,0.000367184,0.0001155888,0.000002922171,0.01592423,0.7801189,0.1946128,0.000314458,0.001960466,0.003696619],"study_design_scores_gemma":[0.0005049744,0.000001206818,0.0006858255,0.0002818333,0.00004433161,0.000001584322,0.0000699273,0.4731715,0.5234836,0.00002721522,0.001152901,0.0005751103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3293467,0.0003954109,0.6573429,0.000464776,0.0007483117,0.001664108,0.00007570301,0.0007016015,0.009260559],"genre_scores_gemma":[0.9676782,0.0005753012,0.02696229,0.00006160579,0.00003185599,0.00009562791,0.001238183,0.0001688367,0.003188127],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6383315,"threshold_uncertainty_score":0.9995589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008543975172212481,"score_gpt":0.1894658493316986,"score_spread":0.1809218741594861,"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."}}