{"id":"W4287744114","doi":"","title":"Towards miniaturization of concentrated photovoltaics (CPV): impacts on fabrication, performance and robustness of solar cells","year":2020,"lang":"en","type":"article","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":"Photovoltaics; Miniaturization; Fabrication; Robustness (evolution); Materials science; Photovoltaic system; Engineering physics; Computer science; Optoelectronics; Electrical engineering; Nanotechnology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007456825,0.0005303821,0.000585278,0.0003311694,0.0003810988,0.00122974,0.0011398,0.0008988129,0.002285026],"category_scores_gemma":[0.00128967,0.0003498287,0.0003711193,0.00033984,0.0004707788,0.0008246939,0.0007755735,0.0006457099,0.0006628541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006704988,"about_ca_system_score_gemma":0.0002585832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004205241,"about_ca_topic_score_gemma":0.000706229,"domain_scores_codex":[0.9995309,0.00005841536,0.00001747451,0.0001491521,0.0001955775,0.00004846958],"domain_scores_gemma":[0.9993035,0.0002289973,0.0001169731,0.0001260207,0.000197625,0.00002687388],"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":[0.00006893477,0.00005427269,0.0003306697,0.0002045267,0.00002923111,0.00005336716,0.00006226413,0.005889355,0.9798412,0.001254554,0.000485768,0.01172585],"study_design_scores_gemma":[0.00001932745,0.0004831659,0.001856093,0.00002100965,0.00004043668,0.0001510591,0.00004509171,0.01237353,0.9790613,0.0005958789,0.00533887,0.00001421778],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8903842,0.009282873,0.08775669,0.00107043,0.0002967599,0.0001822369,0.0003688219,0.000743666,0.009914327],"genre_scores_gemma":[0.957474,0.002490261,0.0357216,0.0001265162,0.0001096673,0.0001163251,0.0002032638,0.000134517,0.003623839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002285026,"threshold_uncertainty_score":0.007644176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008683536982899703,"score_gpt":0.182934886485563,"score_spread":0.1742513495026633,"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."}}