{"id":"W4319333365","doi":"10.1016/j.carbpol.2023.120617","title":"Robust cellulose-based hydrogel marbles with excellent stability for gas sensing","year":2023,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"Natural Science Foundation of Fujian Province; National Natural Science Foundation of China","keywords":"Cellulose; Biocompatibility; Chemical engineering; Cellulose acetate; Nanocellulose; Materials science; Chemistry; Composite material; Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003827025,0.0004070546,0.0002289166,0.0001995506,0.0001513376,0.0004374826,0.0002920133,0.0004747429,0.0007869131],"category_scores_gemma":[0.0005542458,0.0001974911,0.0001628932,0.0001696349,0.0002172426,0.0006303191,0.0003955671,0.0006341481,0.0004062343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004728262,"about_ca_system_score_gemma":0.0002366294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003308557,"about_ca_topic_score_gemma":0.0007620328,"domain_scores_codex":[0.9998479,0.00002341402,0.000008794654,0.00003597952,0.0000485689,0.00003542144],"domain_scores_gemma":[0.9997596,0.00006589134,0.00007638844,0.00002031111,0.00003542378,0.00004241087],"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":[0.0000733311,0.00001605787,0.00006003609,0.00004022886,0.000004586062,0.00004989428,0.00002611247,0.0002345186,0.9947886,0.0005394032,0.0001229787,0.004044321],"study_design_scores_gemma":[0.000004819953,0.00003921572,0.0001273038,0.000001864817,0.000003140381,0.00003254267,0.000004050242,0.001279856,0.9973952,0.00003709695,0.001070203,0.000004666404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345658,0.004776263,0.05442504,0.000439089,0.0001715714,0.00008100373,0.0002875603,0.0005207789,0.004732848],"genre_scores_gemma":[0.9691727,0.001370367,0.02402337,0.0001399723,0.00003891753,0.00005634305,0.0001899398,0.0001134966,0.004894899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007869131,"threshold_uncertainty_score":0.003430605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04320016497934429,"score_gpt":0.242244980133408,"score_spread":0.1990448151540637,"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."}}