{"id":"W4311729141","doi":"10.3390/su142416360","title":"Deterioration of Novel Silver Coated Mirrors on Polycarbonate Used for Concentrated Solar Power","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Solar Thermal and Photovoltaic Systems","field":"Energy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Consejo Nacional de Ciencia y Tecnología; Centro de Investigación y de Estudios Avanzados del Instituto Politécnico Nacional; Canadian Institute for Theoretical Astrophysics; World Bank Group","keywords":"Materials science; Coating; Corrosion; Oxidizing agent; Layer (electronics); Passivation; Polycarbonate; Silver sulfide; Degradation (telecommunications); X-ray photoelectron spectroscopy; Chemical engineering; Metal; Composite material; Substrate (aquarium); Salt (chemistry); Metallurgy; Chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001657172,0.0003751459,0.0002167609,0.000177572,0.0001738613,0.0003039826,0.0003565295,0.0003688317,0.0008557991],"category_scores_gemma":[0.0004458119,0.0002012863,0.0002885228,0.0001545092,0.0001302663,0.0002246801,0.0001852351,0.0003006118,0.0003056326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001479425,"about_ca_system_score_gemma":0.0001235172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005405657,"about_ca_topic_score_gemma":0.0006531831,"domain_scores_codex":[0.9997451,0.00001711781,0.00001179466,0.00006649202,0.0001219061,0.00003760807],"domain_scores_gemma":[0.9996505,0.00006018239,0.00009662755,0.00005373458,0.0001113783,0.00002756909],"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":[0.00003252375,0.000007274087,0.0002996769,0.00002467219,0.000004284616,0.00007656566,0.00001660189,0.0000524996,0.9982905,0.000009225577,0.00001585304,0.001170408],"study_design_scores_gemma":[0.000002364552,0.0002128153,0.00463432,0.000002592335,0.000007524513,0.0001246817,0.00001722674,0.0004021303,0.9942127,0.000005574062,0.0003749436,0.00000319811],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978478,0.0002956186,0.001306241,0.00001354324,0.00001703557,0.00001019846,0.00005309535,0.00003458395,0.000421856],"genre_scores_gemma":[0.9951003,0.0002536542,0.002738499,0.00001081524,0.000007065935,0.000009359889,0.0001158538,0.00002562029,0.001738776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008557991,"threshold_uncertainty_score":0.00286293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02416694794499676,"score_gpt":0.2754601339985899,"score_spread":0.2512931860535931,"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."}}