{"id":"W2119776130","doi":"10.1109/pes.2011.6039281","title":"Partial shading modeling of photovoltaic system with experimental validations","year":2011,"lang":"en","type":"article","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Photovoltaic system; Irradiance; Shading; Solar irradiance; Computer science; Diode; Electronic engineering; Materials science; Engineering; Optics; Electrical engineering; Optoelectronics; Physics; Meteorology","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":[],"consensus_categories":[],"category_scores_codex":[0.0001521097,0.0001542053,0.0002395523,0.0001391348,0.00007791637,0.00001600473,0.0001738887,0.00007269219,0.0005175784],"category_scores_gemma":[0.00000914689,0.0001275241,0.00005672163,0.0002206327,0.0000364382,0.0002305073,0.00004314839,0.00004850064,0.00002044998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009726697,"about_ca_system_score_gemma":0.00003806739,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007788849,"about_ca_topic_score_gemma":0.00008055238,"domain_scores_codex":[0.9988534,0.00005428983,0.0004274995,0.000236519,0.0002329719,0.000195325],"domain_scores_gemma":[0.9992973,0.00001573282,0.0001404942,0.0003381291,0.0001356039,0.00007276256],"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":[0.0002750499,0.0004983308,0.003191635,0.0002038624,0.0002750354,0.00002060889,0.008210394,0.1095281,0.6193016,0.2581654,0.0002244419,0.000105597],"study_design_scores_gemma":[0.0002014639,0.00006458636,0.000003521322,0.00006749562,0.00001217907,0.00001350909,0.002009629,0.3795224,0.6179501,0.0000198794,0.00002426671,0.0001109913],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2191028,0.00003787343,0.557312,0.0000013409,0.00009724696,0.0004391288,0.000005029075,0.0009708412,0.2220338],"genre_scores_gemma":[0.9617899,0.000001281392,0.03777912,0.00001362976,0.00002494852,0.0001688768,0.00000991706,0.00003782847,0.0001744751],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7426871,"threshold_uncertainty_score":0.9988184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0515459782730727,"score_gpt":0.2472069685656912,"score_spread":0.1956609902926185,"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."}}