{"id":"W4386256388","doi":"10.3390/gels9090698","title":"Role of Chitosan Hydrogels in Clinical Dentistry","year":2023,"lang":"en","type":"review","venue":"Gels","topic":"Nanocomposite Films for Food Packaging","field":"Materials Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"King Khalid University","keywords":"Chitosan; Biocompatibility; Self-healing hydrogels; Materials science; Drug delivery; Nanotechnology; Biomedical engineering; Dentistry; Chemistry; Organic chemistry; Polymer chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007785324,0.0003198872,0.002005643,0.0002673582,0.00003324858,0.00004793063,0.0008515386,0.0003894501,0.0001010277],"category_scores_gemma":[0.0001217036,0.0002896591,0.0005644877,0.0005804645,0.0001096746,0.00008997527,0.0003970208,0.0004067479,0.001251705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002441345,"about_ca_system_score_gemma":0.0002166233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005165556,"about_ca_topic_score_gemma":0.00001482666,"domain_scores_codex":[0.9965866,0.000349458,0.001722406,0.0005797613,0.000325266,0.000436473],"domain_scores_gemma":[0.9981127,0.0003744793,0.0006998373,0.0006964265,0.00001058822,0.0001059313],"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":[0.000006464947,0.0001622403,0.0001726745,0.0149884,0.00008706804,0.0001497997,0.00008716396,0.0000029549,0.03342283,0.0001889905,0.0001199103,0.9506115],"study_design_scores_gemma":[0.0005744036,0.0001418868,0.0001891612,0.04248412,0.0006579552,0.0002103516,0.00003991694,0.000007011786,0.0357496,0.0005888654,0.9182004,0.001156322],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01470448,0.9821633,0.000002924132,0.000002945316,0.001079781,0.0006000113,0.0001866343,0.0001123555,0.001147616],"genre_scores_gemma":[0.00125248,0.9976928,0.000443342,0.000007426478,0.0002707588,0.00006345254,0.00007135639,0.00008732609,0.0001111233],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9494552,"threshold_uncertainty_score":0.9999555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08087990560615574,"score_gpt":0.4010099810766459,"score_spread":0.3201300754704901,"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."}}