{"id":"W4296630534","doi":"10.1007/s42114-022-00546-8","title":"Bifunctional bimetal-POSS films integrating UV-IR shielding and reversible thermochromism","year":2022,"lang":"en","type":"article","venue":"Advanced Composites and Hybrid Materials","topic":"Advanced Photocatalysis Techniques","field":"Energy","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Natural Science Foundation of China","keywords":"Thermochromism; Bimetal; Electromagnetic shielding; Materials science; Ultraviolet; X-ray photoelectron spectroscopy; Infrared; Bifunctional; Sunlight; Photochemistry; Optoelectronics; Chemical engineering; Composite material; Optics; Catalysis; Chemistry; Organic chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002393576,0.000250738,0.0003998369,0.0001268233,0.0006201097,0.0001100812,0.0001722486,0.00002888937,0.001096412],"category_scores_gemma":[0.00002593444,0.0002434546,0.00005220115,0.0001455032,0.00008646859,0.0003249035,0.0004370127,0.0001534909,0.00000463202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004984579,"about_ca_system_score_gemma":0.00001339955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002049794,"about_ca_topic_score_gemma":0.000006159285,"domain_scores_codex":[0.9985936,0.0001089307,0.0003591661,0.0004641321,0.0001901664,0.0002840176],"domain_scores_gemma":[0.9992495,0.000172216,0.0001960317,0.0002672539,0.00003916435,0.0000758001],"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":[0.000140323,0.00002923023,0.00007370299,0.00003083939,0.0000517089,0.00001843202,0.0001078435,0.0006536443,0.9878958,0.00774147,0.0001240704,0.003132935],"study_design_scores_gemma":[0.0005232541,0.0001991545,0.0002074999,0.00004321862,0.00004764918,0.000185938,0.0002792858,0.0003839107,0.9805648,0.01019582,0.007017874,0.000351651],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957582,0.000704849,0.001262021,0.0000790764,0.0002585204,0.0003036491,0.00010652,0.0002560499,0.001271129],"genre_scores_gemma":[0.9738141,0.0001577379,0.02489273,0.0002872433,0.00006279633,0.0001996991,0.0001914963,0.00004495468,0.0003492702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02363071,"threshold_uncertainty_score":0.9998167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009129869541446612,"score_gpt":0.2370564222802141,"score_spread":0.2279265527387674,"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."}}