{"id":"W4281802482","doi":"10.1007/s10570-022-04643-1","title":"Fluorescent cellulose-based hydrogel with carboxymethyl cellulose and carbon quantum dots for information storage and fluorescent anti-counterfeiting","year":2022,"lang":"en","type":"article","venue":"Cellulose","topic":"Carbon and Quantum Dots Applications","field":"Materials Science","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institute of Steel Construction","keywords":"Fluorescence; Biocompatibility; Carboxymethyl cellulose; Cellulose; Materials science; Luminescence; Nanotechnology; Ascorbic acid; Carbon fibers; Chemistry; Optoelectronics; Organic chemistry; Composite material; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008577576,0.0004042152,0.0004377609,0.0002728594,0.0004888543,0.0002552614,0.0002981409,0.00009623515,0.00009625769],"category_scores_gemma":[0.00004157131,0.0003794228,0.0000805323,0.0003350902,0.0002503077,0.0002760761,0.0002635489,0.0002933918,0.00001112241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002259685,"about_ca_system_score_gemma":0.000188984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006042273,"about_ca_topic_score_gemma":0.00002746307,"domain_scores_codex":[0.9974201,0.0001160253,0.0005940968,0.0006450905,0.0006017156,0.0006229177],"domain_scores_gemma":[0.9985109,0.0001809762,0.0003866504,0.0005029585,0.0001378101,0.0002807006],"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":[0.0005534517,0.0003971107,0.001024303,0.0005827149,0.00003123073,0.00002887191,0.002657854,0.0009566915,0.9791963,0.01271578,0.0005601963,0.001295501],"study_design_scores_gemma":[0.003945842,0.0007407866,0.0009592173,0.00007722578,0.0001761731,0.00004711006,0.001133149,0.2893454,0.6902022,0.0002892825,0.01210904,0.0009745904],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947229,0.0007766809,0.001628118,0.0003288947,0.0003535228,0.001473362,0.0002116321,0.0001826735,0.0003221876],"genre_scores_gemma":[0.9979129,0.00002257505,0.0008195771,0.0003057423,0.00009154657,0.0005064969,0.0001869326,0.00005848692,0.00009568113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2889941,"threshold_uncertainty_score":0.9998658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00999868920457905,"score_gpt":0.215665340336733,"score_spread":0.2056666511321539,"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."}}