{"id":"W4225117658","doi":"10.3390/md20050306","title":"Algal Polysaccharides-Based Hydrogels: Extraction, Synthesis, Characterization, and Applications","year":2022,"lang":"en","type":"review","venue":"Marine Drugs","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":120,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Mitacs","keywords":"Self-healing hydrogels; Polysaccharide; Biocompatibility; Biodegradation; Polymer; Chitosan; Materials science; Drug delivery; Tissue engineering; Chemical engineering; Nanotechnology; Chemistry; Organic chemistry; Polymer chemistry; Composite material; Biomedical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003980109,0.0005781863,0.0008657686,0.0002353007,0.0004345091,0.00009849709,0.0006102556,0.0003552451,0.0007556179],"category_scores_gemma":[0.0001535644,0.0005761443,0.0003434463,0.0004018034,0.0001429261,0.00001101864,0.0005302285,0.0003407065,0.00008138428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001072095,"about_ca_system_score_gemma":0.0004685844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008797958,"about_ca_topic_score_gemma":0.00001149205,"domain_scores_codex":[0.997268,0.0002504352,0.0007645835,0.001060602,0.0002724898,0.0003839522],"domain_scores_gemma":[0.9979029,0.0001270989,0.0005286391,0.001224976,0.00006291633,0.000153424],"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":[0.000008575016,0.0001397222,0.00002010535,0.001331847,0.0001609549,0.000001236773,0.000007783683,0.000001450775,0.001261383,0.00005213496,0.0002647182,0.9967501],"study_design_scores_gemma":[0.0000990376,0.00002821986,0.00001235158,0.0001558226,0.0005181631,0.00005363239,0.00001079511,0.00002393712,0.001731516,0.00001195682,0.9967723,0.0005822769],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001299496,0.9894192,0.004696412,0.0002270229,0.0001259515,0.002637529,0.0007057037,0.0001605375,0.00189765],"genre_scores_gemma":[0.0002704196,0.9809605,0.0004021232,0.0002188997,0.0005135973,0.01036826,0.005427095,0.0001890953,0.001649937],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9965076,"threshold_uncertainty_score":0.999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0203728096379538,"score_gpt":0.2737018987854412,"score_spread":0.2533290891474874,"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."}}