{"id":"W4386809616","doi":"10.1002/admt.202300811","title":"Stimuli‐Responsive Optical Switching Patterns in Millimetric Hydrogel Frames: Nanomaterial‐Free Anti‐Counterfeiting Technology","year":2023,"lang":"en","type":"article","venue":"Advanced Materials Technologies","topic":"Luminescence and Fluorescent Materials","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Nanomaterials; Nanotechnology; Materials science; Microscale chemistry; Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001228904,0.0007192924,0.001295889,0.00237146,0.00029358,0.0003777085,0.002111055,0.0008004534,0.0002539173],"category_scores_gemma":[0.003217448,0.0006464579,0.00009262384,0.002038534,0.0004119356,0.0009025191,0.002048367,0.0002919415,0.001053089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001863796,"about_ca_system_score_gemma":0.00008244173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007693843,"about_ca_topic_score_gemma":0.00002282927,"domain_scores_codex":[0.9948348,0.0001099485,0.001436502,0.001343929,0.000548535,0.001726254],"domain_scores_gemma":[0.997283,0.0003290109,0.0005122538,0.001643858,0.0001534287,0.0000783962],"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":[0.0001789698,0.00008419124,0.002002178,0.0002213545,0.00001389753,0.0004237868,0.0001408186,0.00007233369,0.9923617,0.00139928,0.00009357345,0.003007972],"study_design_scores_gemma":[0.001226122,0.0001916624,0.002022964,0.0005663356,0.00002235807,0.00006137743,0.002399865,0.00002779226,0.9815674,0.01092324,0.0002494658,0.0007413494],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882559,0.0002439494,0.00024924,0.001401711,0.002340249,0.0009413532,0.0003283517,0.006196193,0.00004300553],"genre_scores_gemma":[0.9936669,0.0006618911,0.00483558,0.00009298875,0.0001115059,0.000409852,0.00006605202,0.0001163358,0.00003884983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01079418,"threshold_uncertainty_score":0.9997247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01365926206956542,"score_gpt":0.271568126487794,"score_spread":0.2579088644182286,"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."}}