{"id":"W4289981199","doi":"","title":"CPV Research at Universite de Sherbrooke: from materials to systems","year":2017,"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":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004849828,0.0002758043,0.0003388052,0.0002786947,0.000539628,0.0008822783,0.001507214,0.0003936386,0.0003721174],"category_scores_gemma":[0.0005314816,0.0003362691,0.00007550892,0.000185381,0.000111785,0.0001859826,0.00179843,0.000554637,0.0004004138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009549438,"about_ca_system_score_gemma":0.0001375266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004130381,"about_ca_topic_score_gemma":0.001360377,"domain_scores_codex":[0.9959437,0.002225611,0.0003485726,0.0005418584,0.0004601187,0.0004801717],"domain_scores_gemma":[0.9955109,0.0004168403,0.0001554756,0.002627742,0.00105524,0.0002337775],"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":[0.0001264,0.0004021882,0.00579891,0.002698546,0.0006972786,0.00006516158,0.05319637,0.4402589,0.4052487,0.01111801,0.06213345,0.01825608],"study_design_scores_gemma":[0.0006475735,5.841741e-7,0.004637092,0.005908013,0.00006674497,0.000007016362,0.000253356,0.6152753,0.3113067,0.0006773364,0.06023143,0.0009888904],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7562149,0.001798623,0.1328405,0.001036377,0.001282421,0.001072323,0.0003101567,0.0007025964,0.1047421],"genre_scores_gemma":[0.9144438,0.001921847,0.05240058,0.00001703755,0.000117902,0.0001217758,0.001330907,0.000149675,0.02949647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750164,"threshold_uncertainty_score":0.9999089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02551817812232257,"score_gpt":0.2480635801507655,"score_spread":0.2225454020284429,"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."}}