{"id":"W3209477198","doi":"10.1021/acs.biomac.1c00942","title":"Melanized-Cationic Cellulose Nanofiber Foams for Bioinspired Removal of Cationic Dyes","year":2021,"lang":"en","type":"article","venue":"Biomacromolecules","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cationic polymerization; Cellulose; Adsorption; Nanofiber; Water treatment; Pollution; Pollutant; Portable water purification; Environmentally friendly; Chemistry; Pulp and paper industry; Materials science; Environmental science; Nanotechnology; Environmental engineering; Organic chemistry; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003093595,0.0001943813,0.0003254024,0.000086242,0.0002183737,0.00006125844,0.0002920718,0.00008160149,0.000184404],"category_scores_gemma":[0.0004694355,0.0001808814,0.0001503875,0.0003936198,0.0002905553,0.0001442181,0.0001985979,0.00004183578,0.0001101137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009660644,"about_ca_system_score_gemma":0.000320045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003651947,"about_ca_topic_score_gemma":0.00005992103,"domain_scores_codex":[0.9981073,0.0001179271,0.0004373499,0.0004985607,0.0003853541,0.0004535512],"domain_scores_gemma":[0.9983507,0.0002425926,0.000212813,0.0004960397,0.0006038339,0.00009396702],"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":[0.00004019988,0.0001184946,0.00003124913,0.0001587022,0.00003462869,0.00006258881,0.0001586319,0.000004562018,0.9897361,0.006937353,0.0003696952,0.002347823],"study_design_scores_gemma":[0.0006262157,0.00007755038,0.0002798618,0.0000478888,0.00003199813,0.000067255,0.0001135464,0.00008320254,0.9882377,0.004142684,0.006091226,0.0002008711],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715449,0.007265506,0.01704123,0.0007498953,0.0003697755,0.0005492011,0.000197187,0.0001153688,0.002166988],"genre_scores_gemma":[0.9353567,0.0002685717,0.06148233,0.00004445243,0.00009798041,0.0001329746,0.0001242162,0.00004194001,0.002450847],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0444411,"threshold_uncertainty_score":0.7376128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02281893052033512,"score_gpt":0.295671768883136,"score_spread":0.2728528383628008,"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."}}