{"id":"W4404514414","doi":"10.1016/j.asej.2024.103170","title":"Precise three-diode photovoltaic model for photovoltaic modules based on Puma optimizer","year":2024,"lang":"en","type":"article","venue":"Ain Shams Engineering Journal","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Saud University","keywords":"Photovoltaic system; Diode; Computer science; Electronic engineering; Automotive engineering; Engineering; Electrical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001047264,0.000609656,0.0005797843,0.0008505873,0.0002197277,0.0005456046,0.0005779609,0.0003240946,0.0002686586],"category_scores_gemma":[0.0003431088,0.0005692407,0.0005238043,0.0005187222,0.00003938596,0.0004815274,0.00005804979,0.0006970497,0.00005920238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005663289,"about_ca_system_score_gemma":0.0002101705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007159726,"about_ca_topic_score_gemma":0.00001620862,"domain_scores_codex":[0.9969499,0.00004913442,0.000878791,0.0006341336,0.0006749781,0.0008130996],"domain_scores_gemma":[0.9981848,0.0004343335,0.000158787,0.0006292033,0.0002507822,0.0003420656],"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":[0.00009546962,0.0000623102,0.000009195876,0.0001725706,0.0001179444,0.00004954972,0.0001342788,0.9467083,0.0429025,0.000646229,0.007183666,0.001918034],"study_design_scores_gemma":[0.0008452389,0.0001573311,0.00001086759,0.0009023019,0.00006656763,0.0001217384,0.000008460479,0.9449248,0.04222759,0.001117384,0.009026033,0.0005916473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005293966,0.0006890955,0.9894087,0.00006992761,0.0009976382,0.0008243428,0.00008174292,0.001630567,0.00100399],"genre_scores_gemma":[0.7224534,0.0001080433,0.2741562,0.0002150706,0.0006028489,0.0007353431,0.00005583005,0.0003651713,0.001308176],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7171594,"threshold_uncertainty_score":0.9996759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01814875695401287,"score_gpt":0.2451607693411915,"score_spread":0.2270120123871787,"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."}}