{"id":"W4285130416","doi":"10.1109/jphotov.2022.3185546","title":"DUET: A Novel Energy Yield Model With 3-D Shading for Bifacial Photovoltaic Systems","year":2022,"lang":"en","type":"article","venue":"IEEE Journal of Photovoltaics","topic":"solar cell performance optimization","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; University of Ottawa","keywords":"Irradiance; Photovoltaic system; Tilt (camera); Pyranometer; Computer science; Shading; Ray tracing (physics); Optics; Solar irradiance; Algorithm; Computer graphics (images); Mathematics; Electrical engineering; Physics; Geometry; Engineering; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002221815,0.0007906838,0.0005004642,0.00034256,0.0005759666,0.0008906085,0.001342542,0.0008900418,0.003405643],"category_scores_gemma":[0.0009511544,0.0004198738,0.001071856,0.0004427107,0.0002388018,0.0009525148,0.0006177739,0.0008588802,0.0007265824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001084378,"about_ca_system_score_gemma":0.0009764927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01524826,"about_ca_topic_score_gemma":0.01056042,"domain_scores_codex":[0.9998636,0.00001924465,0.000008055245,0.00002707135,0.00006588582,0.00001596762],"domain_scores_gemma":[0.9998085,0.0000759392,0.00002162699,0.00002181154,0.00005946087,0.00001276776],"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":[0.00001052937,0.00001297093,0.0004545694,0.00002038376,0.000008904455,0.00002943537,0.00001968271,0.9880537,0.00147525,0.001971724,0.0008203475,0.007122407],"study_design_scores_gemma":[0.000002220054,0.000004376471,0.00006373319,0.000001798849,0.000002030233,0.000008247385,0.000002328539,0.9981705,0.0004372733,0.0004593817,0.0008450572,0.000002992911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02590826,0.0001936595,0.9627936,0.0001437496,0.00006360411,0.00006474488,0.0006449475,0.00274385,0.007443621],"genre_scores_gemma":[0.8057629,0.0004277727,0.181746,0.0001735363,0.00005714945,0.0003506325,0.001461928,0.001174948,0.008845034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01524826,"threshold_uncertainty_score":0.03031904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045561023701521,"score_gpt":0.1956595948227133,"score_spread":0.1752039845856981,"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."}}