{"id":"W4404727386","doi":"10.1016/j.uncres.2024.100131","title":"Design and implementation of a waterless solar panel cleaning system","year":2024,"lang":"en","type":"article","venue":"Unconventional Resources","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Faculty of Engineering and the Built Environment, University of Johannesburg; University of Johannesburg","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002359918,0.0004489053,0.0004971855,0.0004233136,0.0004710129,0.0006571305,0.001681489,0.0007434389,0.004135922],"category_scores_gemma":[0.0003107003,0.000348444,0.00037327,0.0002030987,0.000197107,0.0005651938,0.0004555898,0.0003941771,0.001486006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002796265,"about_ca_system_score_gemma":0.0005590802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008289038,"about_ca_topic_score_gemma":0.000650886,"domain_scores_codex":[0.9994837,0.00004869013,0.00003327568,0.000150038,0.0002329023,0.00005132643],"domain_scores_gemma":[0.9997179,0.00002423672,0.00004222701,0.0000439668,0.0001383784,0.00003332623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003799559,0.0003864173,0.0035271,0.0007709586,0.00007186052,0.0008596262,0.0004067982,0.01644147,0.7296093,0.002532665,0.004318735,0.240695],"study_design_scores_gemma":[0.00031915,0.003803214,0.01758789,0.0001299619,0.0002107367,0.001768515,0.0002619839,0.2957398,0.5760377,0.001452436,0.1024903,0.0001984425],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.186613,0.0005612589,0.7863179,0.0004616103,0.00038948,0.001213569,0.0003758037,0.009580527,0.01448687],"genre_scores_gemma":[0.7884489,0.0002469326,0.1993546,0.0002294579,0.0000681387,0.0006309771,0.0002167203,0.000131546,0.01067272],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004135922,"threshold_uncertainty_score":0.01383609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445736828769022,"score_gpt":0.2689792072104908,"score_spread":0.2445218389228006,"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."}}