{"id":"W4402955674","doi":"10.1093/nsr/nwae316","title":"Engineered Janus hydrogels: biomimetic surface engineering and biomedical applications","year":2024,"lang":"en","type":"review","venue":"National Science Review","topic":"Polymer Surface Interaction Studies","field":"Materials Science","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Nanjing Medical University; Government of Jiangsu Province; China Postdoctoral Science Foundation; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Self-healing hydrogels; Janus; Nanotechnology; Materials science; Tissue engineering; Surface (topology); Biomedical engineering; Polymer science; Engineering; Polymer chemistry; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002869695,0.0005938363,0.000488531,0.00127344,0.0001457402,0.0004571008,0.0003043222,0.0004956815,0.001455889],"category_scores_gemma":[0.0001879395,0.0002332766,0.0002972979,0.0009641043,0.0001911863,0.0005383934,0.000398177,0.0007271573,0.0006157852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00031262,"about_ca_system_score_gemma":0.0004199584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003498117,"about_ca_topic_score_gemma":0.0008947653,"domain_scores_codex":[0.999903,0.00001164735,0.00001089522,0.000015047,0.00004514947,0.00001435516],"domain_scores_gemma":[0.9999465,0.00001878224,0.00001493609,0.000002084435,0.00001080009,0.000006906897],"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":[0.00006446665,0.0001255814,0.0001826953,0.02033553,0.0001005428,0.0003335508,0.00007575149,0.0006825445,0.0894105,0.007324722,0.008835626,0.8725284],"study_design_scores_gemma":[0.00003157823,0.0003747144,0.001517132,0.002620955,0.0001475125,0.001962235,0.00006716527,0.0004694572,0.03814269,0.001542882,0.9530902,0.00003346359],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00142906,0.995761,0.0004891295,0.000122148,0.0001697957,0.0000125477,0.00001990519,0.000009626191,0.001986773],"genre_scores_gemma":[0.008070887,0.9882206,0.0008600152,0.0001582119,0.0001053755,0.00002213264,0.00004822824,0.000003042534,0.002511507],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001455889,"threshold_uncertainty_score":0.004870474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04893935904241847,"score_gpt":0.3851033934909197,"score_spread":0.3361640344485012,"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."}}