{"id":"W4414786576","doi":"10.3390/solar5040045","title":"Computational Intelligence-Based Modeling of UAV-Integrated PV Systems","year":2025,"lang":"en","type":"article","venue":"Solar","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Photovoltaic system; Particle swarm optimization; Maximum power point tracking; Process (computing); Point (geometry); Quadratic equation; Energy (signal processing); Power (physics); Extreme learning machine","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":[0.0002624592,0.00008436878,0.000135292,0.0001713483,0.00007453164,0.00008428598,0.0004269845,0.00005546782,0.000007767082],"category_scores_gemma":[0.00005723188,0.00008083426,0.00005723042,0.0006092058,0.00002255049,0.0001255249,0.00004037282,0.0001092154,0.00001753229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004210631,"about_ca_system_score_gemma":0.0003045154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001759477,"about_ca_topic_score_gemma":0.000003857452,"domain_scores_codex":[0.9991462,0.00007050245,0.0002777664,0.0001871386,0.0001963609,0.000122026],"domain_scores_gemma":[0.9992785,0.0001144163,0.00006503242,0.0002526315,0.0002497504,0.00003970122],"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":[0.000003681488,0.00002824467,0.0003087775,0.00002682925,0.00001359052,9.561805e-7,0.0001070664,0.9307894,0.00007227633,0.06721878,0.0002941183,0.001136321],"study_design_scores_gemma":[0.0001116515,0.00001733403,0.00003741632,0.00005321176,0.000004011621,7.648878e-7,0.00005291961,0.9913669,0.001342765,0.00545473,0.001486365,0.0000718927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00311055,0.0002498353,0.9945011,0.0001982138,0.0005304585,0.0001275237,0.000007036446,0.0000965033,0.001178838],"genre_scores_gemma":[0.9758849,0.000003622039,0.02366298,0.0003272933,0.00001277028,0.000007139021,0.00001441755,0.00000388947,0.00008300913],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9727743,"threshold_uncertainty_score":0.3296326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02205657871850409,"score_gpt":0.2618517005449384,"score_spread":0.2397951218264343,"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."}}