{"id":"W3138561346","doi":"10.1016/j.carbpol.2021.117934","title":"One-pot fabrication of flexible and luminescent nanofilm by in-situ radical polymerization of vinyl carbazole on nanofibrillated cellulose","year":2021,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; University of Toronto","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Carbazole; Materials science; Raman spectroscopy; Fourier transform infrared spectroscopy; Contact angle; Polymerization; Cellulose; Polymer chemistry; Luminescence; Chemical engineering; Proton NMR; Radical polymerization; Scanning electron microscope; Photochemistry; Polymer; Chemistry; Organic chemistry; Composite material; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001731277,0.0002058872,0.0004627616,0.0002020171,0.00006206862,0.00001930163,0.0001463596,0.0001053253,0.00009438075],"category_scores_gemma":[0.0001252544,0.0002185509,0.00005865997,0.0008116732,0.0004420576,0.0001496407,0.0001411949,0.00008749965,0.000007920489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001024084,"about_ca_system_score_gemma":0.0001515029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002484845,"about_ca_topic_score_gemma":0.00001112648,"domain_scores_codex":[0.9978822,0.0001856907,0.0005304868,0.0004859628,0.0004873268,0.0004282583],"domain_scores_gemma":[0.9989583,0.0001298731,0.0002480908,0.0003590654,0.0001607873,0.0001438299],"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":[0.00009399612,0.0001584983,0.0005560692,0.0001100583,0.00002669526,0.000008638155,0.0005142608,0.000045438,0.995853,0.0004167018,0.00005250261,0.002164145],"study_design_scores_gemma":[0.0006001996,0.0001214634,0.001307313,0.0001193744,0.00002267516,0.000001699254,0.0003211886,0.0001794699,0.9969992,0.00003697178,0.00009972676,0.0001906964],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903342,0.006098492,0.0003575313,0.000203353,0.0002809357,0.000244162,0.00003923002,0.00003626484,0.002405875],"genre_scores_gemma":[0.9983743,0.0006084297,0.0001887676,0.00003732596,0.00003362952,0.00001995342,0.000066371,0.00002798923,0.0006432349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008040142,"threshold_uncertainty_score":0.8912246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487399925458544,"score_gpt":0.2572623099854039,"score_spread":0.2423883107308185,"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."}}