{"id":"W4404115124","doi":"10.1002/admi.202400368","title":"Into the Revolution of NanoFusion: Merging High Performance and Aesthetics by Nanomaterials in Textile Finishes","year":2024,"lang":"en","type":"article","venue":"Advanced Materials Interfaces","topic":"Electromagnetic wave absorption materials","field":"Materials Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Textile; Nanomaterials; Nanotechnology; Aesthetics; Composite material; Art","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":[0.0004365936,0.000314608,0.0002331394,0.0003595838,0.0003487731,0.001067499,0.000210797,0.000705732,0.003034109],"category_scores_gemma":[0.0003165202,0.0001445592,0.0002530401,0.0001925423,0.0007073308,0.001812344,0.0007331039,0.0009337581,0.0005788057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005461791,"about_ca_system_score_gemma":0.0002121018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001568965,"about_ca_topic_score_gemma":0.0003360823,"domain_scores_codex":[0.9998314,0.00003635446,0.000007322414,0.00002411566,0.0000763964,0.00002437211],"domain_scores_gemma":[0.9998666,0.00005810523,0.00001644865,0.000009915344,0.00003502084,0.00001390222],"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":[0.0001310291,0.0001219349,0.0005903122,0.001893274,0.00002414201,0.0005017228,0.000565557,0.0009674013,0.7013426,0.1169733,0.007450033,0.1694388],"study_design_scores_gemma":[0.00003058108,0.0007594974,0.00169419,0.0005034856,0.00004118439,0.001175355,0.0005433519,0.004474698,0.4877076,0.03877843,0.4642127,0.00007886749],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3484781,0.3429546,0.1061714,0.01607925,0.0042313,0.0001516615,0.0002473474,0.000744028,0.1809424],"genre_scores_gemma":[0.8218446,0.0860103,0.05457867,0.002793251,0.0009312402,0.00009304514,0.0001055946,0.0002393288,0.03340402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003034109,"threshold_uncertainty_score":0.01015013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004818841566766777,"score_gpt":0.2300886024379039,"score_spread":0.2252697608711371,"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."}}