{"id":"W4308681427","doi":"10.1002/mabi.202200372","title":"Polysaccharides for Medical Technology: Properties and Applications","year":2022,"lang":"en","type":"review","venue":"Macromolecular Bioscience","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Chitosan; Polysaccharide; Chitin; Self-healing hydrogels; Pectin; Cellulose; Hyaluronic acid; Drug delivery; Nanotechnology; Chemistry; Tissue engineering; Polymer science; Materials science; Biomedical engineering; Engineering; Organic chemistry; Biochemistry; Medicine","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":[0.0005588657,0.001048226,0.0008319042,0.002226402,0.0003929364,0.001210113,0.0005158648,0.001272383,0.003455219],"category_scores_gemma":[0.0004713958,0.000319704,0.0004384914,0.001921511,0.0005316551,0.001460837,0.0009022386,0.002060825,0.002283078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005627721,"about_ca_system_score_gemma":0.0008016958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007430692,"about_ca_topic_score_gemma":0.0007930672,"domain_scores_codex":[0.9996939,0.00003661548,0.00003416338,0.00004209788,0.0001625449,0.00003069912],"domain_scores_gemma":[0.9998513,0.00005415234,0.00002319638,0.000009267889,0.000045426,0.00001658738],"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":[0.00004367068,0.0001120224,0.0001407148,0.01426741,0.00005036916,0.0003118972,0.0001064367,0.0004796703,0.02077277,0.01593984,0.0207751,0.927],"study_design_scores_gemma":[0.000005750407,0.00006151477,0.0002891939,0.001401901,0.00003020245,0.0008789796,0.00002997287,0.00009284919,0.004615313,0.002662784,0.9899142,0.00001732765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003939258,0.9948292,0.0005809143,0.0003216251,0.0003030692,0.00001195342,0.00002760047,0.00001350045,0.003518133],"genre_scores_gemma":[0.002108282,0.9950924,0.0006667504,0.0001713456,0.0002036344,0.00001612758,0.00003448286,0.000003070524,0.001703955],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003455219,"threshold_uncertainty_score":0.01155889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0382669340499057,"score_gpt":0.2953148430593844,"score_spread":0.2570479090094787,"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."}}