{"id":"W2041766192","doi":"10.1109/tste.2012.2202325","title":"An Optimal Total Cross Tied Interconnection for Reducing Mismatch Losses in Photovoltaic Arrays","year":2012,"lang":"en","type":"article","venue":"IEEE Transactions on Sustainable Energy","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Interconnection; Photovoltaic system; Notation; Computer science; Topology (electrical circuits); Electronic engineering; Energy (signal processing); Electrical engineering; Mathematics; Engineering; Telecommunications; Arithmetic; Statistics","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":[0.0006107131,0.0004117365,0.0004388171,0.0007696433,0.0004153385,0.0001725938,0.0002723496,0.000353509,0.0003269347],"category_scores_gemma":[0.00003880089,0.0004557108,0.0002047059,0.000777893,0.0000837608,0.001633881,0.000003574397,0.0002459115,0.0000089155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009598321,"about_ca_system_score_gemma":0.0001533859,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01348105,"about_ca_topic_score_gemma":0.000576038,"domain_scores_codex":[0.9971666,0.0001747082,0.0006917667,0.0005767196,0.0002839178,0.001106238],"domain_scores_gemma":[0.9983727,0.0001939174,0.000179626,0.0006196009,0.0003787905,0.0002553323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000669779,0.0008894205,0.00003596604,0.0001376126,0.00006454789,0.00001109391,0.001786048,0.93811,0.05128766,0.002123622,0.000212803,0.004671434],"study_design_scores_gemma":[0.001245521,0.000429656,0.00003151462,0.00007269272,0.00003510313,0.00006143888,0.005826862,0.06343426,0.9214936,0.0003353835,0.006452843,0.0005811176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2522945,0.00007517307,0.744273,0.00001689331,0.0006996614,0.0004688765,0.00001611824,0.0005616285,0.001594195],"genre_scores_gemma":[0.9849633,0.00003454003,0.006104475,0.0001022334,0.0002315966,0.001626132,0.00003628929,0.000136911,0.006764515],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8746758,"threshold_uncertainty_score":0.9997895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404361097989549,"score_gpt":0.2782085715242748,"score_spread":0.2641649605443793,"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."}}