{"id":"W4406385159","doi":"10.3390/molecules30020328","title":"Fibroin-Hybrid Systems: Current Advances in Biomedical Applications","year":2025,"lang":"en","type":"review","venue":"Molecules","topic":"Silk-based biomaterials and applications","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Fibroin; Biocompatibility; Nanotechnology; Immunogenicity; Surface modification; Polymer; Materials science; Scope (computer science); Biochemical engineering; Computer science; Chemistry; SILK; Engineering; Biology","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":[0.000416148,0.0007935801,0.0007187473,0.001419552,0.0002006111,0.0007668045,0.0004738839,0.0007943696,0.002935036],"category_scores_gemma":[0.0002834677,0.0002625896,0.0002667901,0.001728409,0.0002775407,0.001029813,0.0005616487,0.00113972,0.001790885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003564662,"about_ca_system_score_gemma":0.0005020765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003480753,"about_ca_topic_score_gemma":0.0006491152,"domain_scores_codex":[0.9998815,0.00001535772,0.00001322877,0.00002531922,0.00004894042,0.00001557775],"domain_scores_gemma":[0.999873,0.00005785981,0.00002053194,0.000004368439,0.00003006569,0.00001421422],"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":[0.00005434138,0.00009864466,0.00009059803,0.01764812,0.00005112598,0.0001604379,0.00007949267,0.0004832826,0.01773055,0.00583614,0.0128496,0.9449177],"study_design_scores_gemma":[0.000007899398,0.0001172353,0.0003464664,0.001699968,0.00006024973,0.000720633,0.00004646286,0.0001152382,0.002955593,0.001598406,0.9923155,0.00001629433],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002613679,0.9980972,0.0002576579,0.0001025298,0.0001093717,0.000004396877,0.00001048623,0.000008347253,0.001148618],"genre_scores_gemma":[0.001305683,0.9970747,0.0004568642,0.0001140218,0.000105747,0.000007936051,0.00002171741,0.000001758756,0.0009115316],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002935036,"threshold_uncertainty_score":0.009818614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01990197987955883,"score_gpt":0.3407354697884928,"score_spread":0.320833489908934,"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."}}