{"id":"W4244914092","doi":"10.1109/jphotov.2020.2985807","title":"IEEE Journal of Photovoltaics","year":2020,"lang":"en","type":"article","venue":"IEEE Journal of Photovoltaics","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Institute of Advanced Industrial Science and Technology; Iowa State University; Institute of Gender and Health; Colorado School of Mines; Arizona State University; Ohio State University","keywords":"Photovoltaics; Computer science; Photovoltaic system; Optoelectronics; Materials science; Electrical engineering; 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":[0.001097259,0.0004463467,0.001272308,0.0003838335,0.0001334064,0.0001230844,0.001087385,0.0003483315,0.0002570283],"category_scores_gemma":[0.0003585202,0.0003469464,0.0008831869,0.0006595085,0.0001328725,0.0005587284,0.00005262515,0.001017578,0.00003562305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001984146,"about_ca_system_score_gemma":0.0007155103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005570513,"about_ca_topic_score_gemma":0.0001646275,"domain_scores_codex":[0.9951881,0.0002473356,0.002403198,0.00024414,0.001325887,0.0005913908],"domain_scores_gemma":[0.994342,0.0002089716,0.002876293,0.000349841,0.001351433,0.0008714179],"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":[0.0005479982,0.0002035014,0.0005168214,0.0001443804,0.0006388858,0.001230253,0.001459296,0.0241082,0.8953516,0.0002661728,0.0740282,0.001504701],"study_design_scores_gemma":[0.002363288,0.001136144,0.00005406394,0.0002749277,0.0001910166,0.001670653,0.0005674596,0.001139144,0.5546542,0.0005209496,0.43705,0.0003781218],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558591,0.004549167,0.01327372,0.000739924,0.01779624,0.0002129599,0.00003238813,0.00006212766,0.007474369],"genre_scores_gemma":[0.9869115,0.001063182,0.001668091,0.001250839,0.008028629,0.000001876663,0.000001402887,0.0001133866,0.0009610826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3630218,"threshold_uncertainty_score":0.9998983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02694622075560056,"score_gpt":0.2395761114420576,"score_spread":0.2126298906864571,"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."}}