{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003907519,0.001293723,0.001835281,0.001630717,0.002212641,0.007224541,0.002097454,0.002747083,0.09553967],"category_scores_gemma":[0.004545753,0.0007340568,0.0006269923,0.002812348,0.001607553,0.0035556,0.002709226,0.003214893,0.01465177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01312805,"about_ca_system_score_gemma":0.007670454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01671628,"about_ca_topic_score_gemma":0.01849037,"domain_scores_codex":[0.996654,0.0005364227,0.00003764531,0.0006300506,0.001564906,0.0005769788],"domain_scores_gemma":[0.9967687,0.0007962183,0.00009317186,0.0004781077,0.00107073,0.0007930983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009949862,0.0002395403,0.001002805,0.000824219,0.00008824429,0.0002707449,0.0005327556,0.01200247,0.02453689,0.2347206,0.4344927,0.2902941],"study_design_scores_gemma":[0.0002045008,0.0002467636,0.001912435,0.0002305432,0.0000250404,0.0002319981,0.0003423494,0.02173657,0.05582463,0.0526625,0.8665069,0.00007581093],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08207875,0.06308741,0.102371,0.1069013,0.01501496,0.0002677074,0.00745772,0.006563541,0.6162576],"genre_scores_gemma":[0.2913799,0.01650595,0.04832994,0.001775931,0.002134348,0.0001577608,0.003072505,0.004569546,0.6320741],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09553967,"threshold_uncertainty_score":0.319612,"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."}}