{"id":"W4388407587","doi":"10.3390/gels9110878","title":"Cellulose-Based Metallogels—Part 3: Multifunctional Materials","year":2023,"lang":"en","type":"review","venue":"Gels","topic":"Advanced Cellulose Research Studies","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Autoritatea Natională pentru Cercetare Stiintifică; Unitatea Executiva pentru Finantarea Invatamantului Superior, a Cercetarii, Dezvoltarii si Inovarii; Ministerul Cercetării, Inovării şi Digitalizării","keywords":"Self-healing hydrogels; Cellulose; Materials science; Nanoparticle; Adsorption; Biocompatibility; Nanotechnology; Metal; Chemical engineering; Metal ions in aqueous solution; Bimetallic strip; Chemistry; Organic chemistry; Metallurgy; Polymer chemistry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001495335,0.0007592429,0.002512624,0.0003512281,0.0002861025,0.0001929612,0.0008082344,0.0003504911,0.005879438],"category_scores_gemma":[0.0006342509,0.0005764916,0.000562328,0.0005599261,0.0003431447,0.0001669604,0.0005567055,0.00034689,0.02403064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003406573,"about_ca_system_score_gemma":0.0005795839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003121765,"about_ca_topic_score_gemma":0.000006864363,"domain_scores_codex":[0.995034,0.000609272,0.001150129,0.001119276,0.001025515,0.001061793],"domain_scores_gemma":[0.9970651,0.001141552,0.0005594739,0.0008441073,0.0001703535,0.0002193993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001102461,0.0005709704,6.726281e-7,0.1489964,0.001515441,0.001114697,0.00009630671,0.0001440815,0.08113966,0.002614846,0.0507438,0.7129529],"study_design_scores_gemma":[0.0001894629,0.00004352967,3.144882e-7,0.003862153,0.0003399766,0.000009129973,0.000006672922,0.000002074623,0.01124546,0.0002151238,0.9835269,0.0005592311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003748752,0.9928074,0.0004255725,0.00003119507,0.002898857,0.001352358,0.001290749,0.0005628261,0.000593505],"genre_scores_gemma":[0.000004876081,0.9805295,0.001329392,0.00003243302,0.001007298,0.001143848,0.0005463507,0.0001824745,0.01522379],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9327831,"threshold_uncertainty_score":0.9996687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1474906183539588,"score_gpt":0.3786192905263331,"score_spread":0.2311286721723744,"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."}}