{"id":"W3133550476","doi":"10.3390/ma14051095","title":"A Review on the Design and Hydration Properties of Natural Polymer-Based Hydrogels","year":2021,"lang":"en","type":"review","venue":"Materials","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":317,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Ministry of Agriculture - Saskatchewan","keywords":"Self-healing hydrogels; Natural polymers; Materials science; Polymer; Polymer science; Natural (archaeology); Chemical engineering; Composite material; Polymer chemistry; Engineering; Geology","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":[0.0003001327,0.0009927819,0.0009058642,0.001762171,0.0002332117,0.0007143302,0.000616185,0.000607638,0.00245905],"category_scores_gemma":[0.0002813594,0.0003987337,0.0005670381,0.00192353,0.0002479919,0.001162696,0.0004508424,0.00101291,0.001829231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003543267,"about_ca_system_score_gemma":0.0005773212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005213035,"about_ca_topic_score_gemma":0.0006854084,"domain_scores_codex":[0.999819,0.00001991247,0.00003055475,0.00003947967,0.00007223999,0.00001893746],"domain_scores_gemma":[0.9998688,0.00005140603,0.00002747804,0.000005434053,0.00003380339,0.00001302769],"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":[0.0001382503,0.0002983368,0.0002341109,0.05220507,0.0001541472,0.0005435149,0.0001716173,0.00168153,0.05745589,0.006715298,0.03378687,0.8466154],"study_design_scores_gemma":[0.00001045283,0.0002337214,0.0007175698,0.002110637,0.00009924336,0.001097748,0.0000281979,0.0002681148,0.008539922,0.0008907973,0.9859679,0.00003567902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009501118,0.9948024,0.001215904,0.000133323,0.0002655486,0.00001919686,0.00008028374,0.00003236297,0.002500979],"genre_scores_gemma":[0.00225397,0.9943315,0.001184213,0.0001721793,0.0001719413,0.00002692267,0.0001290438,0.000006942136,0.001723369],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00245905,"threshold_uncertainty_score":0.008226335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06139936954276169,"score_gpt":0.2866894997511215,"score_spread":0.2252901302083598,"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."}}