{"id":"W4416342966","doi":"10.1109/epec65543.2025.11230405","title":"Deep Learning-Driven Dual-Axis Tilting Solar Panel System for Enhanced Energy Efficiency and Sustainability","year":2025,"lang":"","type":"article","venue":"","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Renewable energy; Solar energy; Solar tracker; Photovoltaic system; Solar power; Efficient energy use; Trajectory; Position (finance); Solar irradiance; Tracking system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001214086,0.0002495995,0.0002449247,0.00008749841,0.0002115602,0.0002967058,0.0004885771,0.0002017636,0.002556864],"category_scores_gemma":[0.0001484463,0.0001111881,0.0001690888,0.0001528033,0.0001281111,0.0003425174,0.0003009215,0.000392389,0.000442628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004869391,"about_ca_system_score_gemma":0.0004366621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002467303,"about_ca_topic_score_gemma":0.006435724,"domain_scores_codex":[0.9999173,0.000009988376,0.000002672415,0.00002171176,0.0000352326,0.00001311499],"domain_scores_gemma":[0.9999419,0.0000100714,0.000008709275,0.000007868925,0.00002281126,0.000008645018],"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":[0.0006481247,0.0004628046,0.005110322,0.0002602423,0.00008559118,0.0002977807,0.0001079415,0.3898005,0.3226383,0.003600111,0.01043682,0.2665514],"study_design_scores_gemma":[0.0000259313,0.0001858392,0.001378161,0.000007297941,0.00001471404,0.00003883961,0.00001089271,0.9503676,0.04426439,0.0006704236,0.003023293,0.00001250526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4504698,0.0004981955,0.514137,0.0007014115,0.0002315388,0.0001391357,0.0007370834,0.00416706,0.02891885],"genre_scores_gemma":[0.9828096,0.00005736548,0.01370846,0.00005823325,0.000005935985,0.00002363972,0.00009615711,0.00001766879,0.003223011],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002556864,"threshold_uncertainty_score":0.008553565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065429227413419,"score_gpt":0.2454866599194311,"score_spread":0.2348323676452969,"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."}}