{"id":"W3179087181","doi":"10.1002/adma.202170218","title":"Plant‐Derived Hydrogels: Plant Nanomaterials and Inspiration from Nature: Water Interactions and Hierarchically Structured Hydrogels (Adv. Mater. 28/2021)","year":2021,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Pickering emulsions and particle stabilization","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Self-healing hydrogels; Nanomaterials; Materials science; Ionic bonding; Swelling; Nanotechnology; Chemical engineering; Porous medium; Biomimetics; Diffusion; Porosity; Water transport; Composite material; Polymer chemistry; Organic chemistry; Chemistry; Water flow; Environmental engineering","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":[],"category_scores_codex":[0.0003116867,0.0003431235,0.0005250231,0.00008213182,0.0003372978,0.0005174066,0.000150179,0.0002095669,0.001731539],"category_scores_gemma":[0.0001839618,0.0002721305,0.00003439181,0.00009052792,0.0001389336,0.0007663643,0.0002813863,0.0001215874,0.0000589095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005332227,"about_ca_system_score_gemma":0.00004778539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006136773,"about_ca_topic_score_gemma":0.0001300217,"domain_scores_codex":[0.9975086,0.000308054,0.0006795064,0.0007591426,0.0002843342,0.000460345],"domain_scores_gemma":[0.9989306,0.0001469064,0.00018585,0.0004362218,0.0001303935,0.0001700168],"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":[0.0002331348,0.00004037919,0.00007058901,0.00007267654,0.00002286867,0.00004885385,0.0006105898,0.00005900845,0.9974896,0.0004287162,0.00002409702,0.0008994974],"study_design_scores_gemma":[0.000821609,0.00006142102,0.0009096548,0.000118605,0.00004027628,0.0001126829,0.000082564,0.00006066881,0.9887761,0.003776446,0.004878452,0.0003614764],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945808,0.000290818,0.0004120176,0.000269875,0.001860587,0.0003447395,0.002047705,0.0001400477,0.00005341483],"genre_scores_gemma":[0.9914801,0.000217478,0.006441896,0.000219867,0.0002311826,0.00007529712,0.001238517,0.00004571616,0.00005000989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008713445,"threshold_uncertainty_score":0.9999731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009883480346191562,"score_gpt":0.2452585151917749,"score_spread":0.2353750348455833,"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."}}