{"id":"W4200498436","doi":"10.1109/jphotov.2021.3132542","title":"IEEE Journal of Photovoltaics","year":2021,"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":"University of New Brunswick","funders":"Universidad Nacional de Colombia; Queensland University of Technology; Università degli Studi di Trieste; Ohio State University","keywords":"Photovoltaics; Computer science; Photovoltaic system; Engineering physics; Optoelectronics; Electrical engineering; Materials science; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001448953,0.0004278535,0.001257176,0.0004882107,0.0001570642,0.000153768,0.0008050979,0.0003891596,0.0003888204],"category_scores_gemma":[0.0003791004,0.0003447736,0.0009757766,0.0007237452,0.0001277053,0.0005330405,0.00005748507,0.0009617649,0.00002371659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002962536,"about_ca_system_score_gemma":0.001408754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006043046,"about_ca_topic_score_gemma":0.0006576788,"domain_scores_codex":[0.9950015,0.0003394444,0.002408404,0.0002525275,0.001367447,0.0006306793],"domain_scores_gemma":[0.9933802,0.0002741901,0.002604929,0.0005390416,0.002637613,0.0005640191],"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":[0.0002204185,0.000361735,0.0005316245,0.000110015,0.0007082247,0.003359736,0.0005772937,0.0141018,0.9356355,0.0004202416,0.0422384,0.001734985],"study_design_scores_gemma":[0.001779011,0.0003706368,0.00007826192,0.0003771209,0.0001693527,0.006073752,0.0005410474,0.0002486002,0.6459457,0.001068773,0.3430471,0.0003006363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.948017,0.007984898,0.00701418,0.000198788,0.02648719,0.0001099529,0.00002510096,0.000034152,0.01012872],"genre_scores_gemma":[0.980253,0.002541113,0.002875072,0.000543787,0.006840733,0.000002361194,0.000002996374,0.0001274692,0.006813472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3008088,"threshold_uncertainty_score":0.9999004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01650148188379475,"score_gpt":0.2452764317769092,"score_spread":0.2287749498931145,"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."}}