{"id":"W4409787716","doi":"10.61091/jcmcc127a-519","title":"Optimized design of energy efficiency of agricultural small base station in Aksu region based on RF power amplifier","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Energy and Environmental Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tarim University; Nanjing University; Nanjing University of Science and Technology; Xinjiang University; Chinese Academy of Sciences","keywords":"RF power amplifier; Amplifier; Base station; Radio frequency; Electrical engineering; Power (physics); Efficient energy use; Telecommunications; Environmental science; Engineering; Physics; Bandwidth (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00198782,0.0001620933,0.0005790967,0.0002378762,0.0001669868,0.00004392511,0.0002631753,0.000164772,0.000005388209],"category_scores_gemma":[0.000498097,0.0001353025,0.0001265469,0.0004480548,0.0001410908,0.00009423434,0.00004993374,0.0001861564,1.485788e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001442171,"about_ca_system_score_gemma":0.0001705764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000197993,"about_ca_topic_score_gemma":0.000003399686,"domain_scores_codex":[0.997712,0.0004011107,0.001010052,0.000142796,0.0005211185,0.000212879],"domain_scores_gemma":[0.997339,0.001194456,0.00103374,0.0001279166,0.0002240486,0.00008091073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004325356,0.001207018,0.0005535986,0.0001396586,0.00005165486,0.000008582603,0.003542854,0.03116976,0.00147008,0.9609889,0.0001090583,0.0003263046],"study_design_scores_gemma":[0.04750023,0.007039065,0.005606372,0.009764248,0.0004492932,0.00002085634,0.02250813,0.04865196,0.03136056,0.8245942,0.0008337195,0.001671384],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9018303,0.0001408452,0.08661407,0.0001573911,0.006595398,0.0003033509,0.000001206393,0.00001267236,0.004344759],"genre_scores_gemma":[0.9975963,0.00002900611,0.002191695,0.00001485644,0.0001372216,0.00000182942,8.731476e-7,0.000008497581,0.00001978242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1363947,"threshold_uncertainty_score":0.5517475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01694393650550809,"score_gpt":0.2449586495855596,"score_spread":0.2280147130800516,"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."}}