{"id":"W4252264464","doi":"10.1109/jphotov.2017.2763081","title":"IEEE Journal of Photovoltaics","year":2017,"lang":"en","type":"article","venue":"IEEE Journal of Photovoltaics","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Institute of Gender and Health; National Institute of Advanced Industrial Science and Technology; Iowa State University; Arizona State University; Ohio State University","keywords":"Photovoltaics; Computer science; Photovoltaic system; Optoelectronics; Engineering physics; Materials science; Electrical engineering; Physics; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001963834,0.0004515274,0.001259015,0.0005004939,0.0005080892,0.0003702008,0.002023432,0.0004039203,0.0001736099],"category_scores_gemma":[0.0005216386,0.0003441585,0.0009080393,0.0001765075,0.0002720855,0.0009916627,0.00008374425,0.0009415353,0.00002649177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002522536,"about_ca_system_score_gemma":0.0007141166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002108532,"about_ca_topic_score_gemma":0.0008859439,"domain_scores_codex":[0.9954327,0.0001879757,0.00218781,0.000233606,0.001306425,0.0006514675],"domain_scores_gemma":[0.9910071,0.0001788423,0.005592895,0.0009930223,0.001646977,0.0005811957],"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":[0.0005289274,0.0003766131,0.002393678,0.0001325406,0.0009211665,0.001783024,0.000731639,0.008150854,0.9247509,0.0005882783,0.05556375,0.00407869],"study_design_scores_gemma":[0.00305081,0.0007656512,0.000623784,0.000592856,0.0002265892,0.003129372,0.0003019023,0.0004321366,0.5988736,0.001868263,0.3896748,0.0004602738],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520967,0.002152073,0.00341578,0.0001890613,0.02772367,0.0001427605,0.0000205803,0.00002625485,0.0142331],"genre_scores_gemma":[0.9861876,0.001250136,0.001264208,0.0001933836,0.006700095,0.000002128121,8.010189e-7,0.00009921735,0.004302402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3341111,"threshold_uncertainty_score":0.9999011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02497988351426277,"score_gpt":0.2753757141285128,"score_spread":0.25039583061425,"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."}}