{"id":"W4410440429","doi":"10.1038/s41598-025-01816-3","title":"Performance validation of global MPPT for efficient power extraction through PV system under complex partial shading effects","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Shading; Extraction (chemistry); Computer science; Photovoltaic system; Maximum power point tracking; Power (physics); Biology; Chemistry; Ecology; Physics; Chromatography","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":[0.001317104,0.0001741926,0.0002995667,0.0001224228,0.0003553279,0.000149972,0.0001399901,0.0001212524,0.00002889345],"category_scores_gemma":[0.000161599,0.000168083,0.000132036,0.0008396818,0.000117779,0.0002409542,0.0000574501,0.0000487797,0.000006191594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005283752,"about_ca_system_score_gemma":0.0001548411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001444757,"about_ca_topic_score_gemma":0.000008107988,"domain_scores_codex":[0.9976322,0.00009133721,0.0008585235,0.0006343425,0.0004942442,0.0002893195],"domain_scores_gemma":[0.9980909,0.00007690665,0.0006388669,0.0006991242,0.0004489381,0.00004530804],"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":[0.0001547318,0.0004114698,0.01087178,0.00252176,0.0001939041,0.00003098832,0.0006740406,0.5037702,0.3970882,0.06651127,0.01654394,0.001227773],"study_design_scores_gemma":[0.0003255661,0.00005296258,0.00178986,0.0005414698,0.00006841303,0.00007230649,0.0001972554,0.1076204,0.8792406,0.001173812,0.008706705,0.0002107312],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6095271,0.00004291726,0.3661687,0.00002164602,0.008538917,0.001222454,0.00000588925,0.0003926745,0.01407975],"genre_scores_gemma":[0.9948862,6.879137e-7,0.00432547,0.00001622108,0.00003299453,0.0001917218,0.00008348702,0.00001455273,0.0004487017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4821523,"threshold_uncertainty_score":0.6854225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02035604683296223,"score_gpt":0.2994195419180832,"score_spread":0.279063495085121,"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."}}