{"id":"W4409605147","doi":"10.61091/jcmcc127b-288","title":"Optimization study of cable wiring scheme for photovoltaic power plant based on TS algorithm in the era of low-carbon development","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Power Systems and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Photovoltaic system; Scheme (mathematics); Development (topology); Optimization algorithm; Power (physics); Algorithm; Computer science; Engineering; Electrical engineering; Electronic engineering; Mathematics; Mathematical optimization; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003854899,0.0005375379,0.0005488769,0.0004236896,0.000339088,0.000676674,0.0004524157,0.0005306322,0.002227124],"category_scores_gemma":[0.0008296374,0.0002273599,0.0004555886,0.0006584552,0.0003344255,0.0005855676,0.0003095607,0.0004191895,0.0001214359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007283599,"about_ca_system_score_gemma":0.0009774226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009196243,"about_ca_topic_score_gemma":0.006383247,"domain_scores_codex":[0.9998308,0.00006134581,0.00000608048,0.00002744764,0.00004225583,0.00003189093],"domain_scores_gemma":[0.9997509,0.0001360928,0.00003157171,0.00001175162,0.00005215257,0.00001747736],"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":[0.00001932402,0.00001290477,0.000359201,0.00002982438,0.000009325987,0.00001634542,0.00001372819,0.989453,0.0006104321,0.001067136,0.0002092785,0.008199606],"study_design_scores_gemma":[0.000003868113,0.0000241599,0.00007717745,0.000001759886,0.000003547746,0.000003978664,0.000008721134,0.9993784,0.0001535513,0.0002406994,0.0001025444,0.000001437734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.274141,0.001055707,0.7070714,0.0002997112,0.0000673027,0.00009957618,0.00007904003,0.0003727825,0.0168134],"genre_scores_gemma":[0.9414614,0.00034614,0.0548949,0.00004476312,0.00001030801,0.00007602011,0.0000723316,0.00004070978,0.00305341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009196243,"threshold_uncertainty_score":0.01828545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008413190142901318,"score_gpt":0.2227825657780118,"score_spread":0.2143693756351105,"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."}}