{"id":"W2757978150","doi":"10.1039/c7ra08998h","title":"A polystyrene/WO<sub>3</sub> opal composite monolayer film as a building block for the fabrication of 3D WO<sub>3</sub> inverse opal films","year":2017,"lang":"en","type":"article","venue":"RSC Advances","topic":"Photonic Crystals and Applications","field":"Physics and Astronomy","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"Priority Academic Program Development of Jiangsu Higher Education Institutions; China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Polystyrene; Monolayer; Composite number; Fabrication; Materials science; Inverse; Block (permutation group theory); Expanded polystyrene; Composite material; Nanotechnology; Chemical engineering; Polymer; Geometry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001733443,0.0002723233,0.0003377451,0.00005656398,0.0009540092,0.0001538127,0.0006380862,0.00005877416,0.00001943942],"category_scores_gemma":[0.00002941287,0.0002259695,0.0002159976,0.000128854,0.0001598268,0.0004175105,0.0001784347,0.0001786046,0.00002092576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002933027,"about_ca_system_score_gemma":0.00008298668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001781282,"about_ca_topic_score_gemma":0.00004794079,"domain_scores_codex":[0.9985198,0.0000275288,0.0004008167,0.0004363037,0.0002196919,0.0003959],"domain_scores_gemma":[0.9980579,0.0002296169,0.0006254929,0.0008210851,0.0001547066,0.0001111726],"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":[0.00005647185,0.0001462392,0.001372145,0.00002867498,0.00009884832,3.557907e-7,0.0002190023,0.002273715,0.9426031,0.003913413,0.0004219128,0.04886609],"study_design_scores_gemma":[0.001027433,0.00007781238,0.00262292,0.00009450019,0.0001375076,0.000002509072,0.0004402714,0.01650193,0.9570691,0.004376534,0.01727886,0.0003706196],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853022,0.0004170797,0.01102974,0.0003109756,0.0001785829,0.0008330258,0.0003009504,0.0000389212,0.001588582],"genre_scores_gemma":[0.9967738,0.0001211669,0.002059099,0.00005773755,0.0003263158,0.0005037798,0.00006224522,0.00003430889,0.00006155559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04849547,"threshold_uncertainty_score":0.9214767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129141278101672,"score_gpt":0.2750572675864104,"score_spread":0.2621431397762432,"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."}}