{"id":"W3146797162","doi":"10.3390/en14072018","title":"Cleaning of Floating Photovoltaic Systems: A Critical Review on Approaches from Technical and Economic Perspectives","year":2021,"lang":"en","type":"review","venue":"Energies","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Photovoltaic system; Environmental science; Evaporation; Environmental engineering; Water resources; Process engineering; Engineering; Meteorology; Electrical engineering; Geography","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":[0.0008159372,0.001301513,0.001761293,0.003390344,0.0003820567,0.001303293,0.001195356,0.001320883,0.004751081],"category_scores_gemma":[0.001005311,0.0005658786,0.001274014,0.004105938,0.0004697333,0.001789253,0.0006765987,0.001455477,0.001699531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006414164,"about_ca_system_score_gemma":0.001154944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308007,"about_ca_topic_score_gemma":0.001935625,"domain_scores_codex":[0.9995834,0.00006216819,0.00006327748,0.0000808947,0.000176699,0.00003358392],"domain_scores_gemma":[0.9993425,0.0003829997,0.00007531972,0.00002414399,0.0001561052,0.00001902163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007272522,0.0001356836,0.0002445238,0.06975453,0.0002040392,0.000231727,0.0001048199,0.001563323,0.003770913,0.01130659,0.01958678,0.8930244],"study_design_scores_gemma":[0.000009889181,0.0001466239,0.0007082263,0.00878216,0.0002332996,0.0006876627,0.00008997288,0.0002847074,0.001407515,0.002687364,0.9849282,0.00003443345],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001713641,0.9978878,0.0003678539,0.0001431607,0.000148152,0.000009439609,0.000023787,0.000006549117,0.00124189],"genre_scores_gemma":[0.0008254816,0.9979727,0.0005158669,0.000091713,0.00009464991,0.00001040932,0.00003279347,0.000003010978,0.0004534824],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004751081,"threshold_uncertainty_score":0.015894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09446361881882648,"score_gpt":0.3291153959945748,"score_spread":0.2346517771757484,"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."}}