{"id":"W3138980795","doi":"10.1088/1748-605x/abf27e","title":"Mussel-inspired antimicrobial coating on PTFE barrier membranes for guided tissue regeneration","year":2021,"lang":"en","type":"article","venue":"Biomedical Materials","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Membrane; Coating; Materials science; Polytetrafluoroethylene; Adhesive; Chemical engineering; Antimicrobial; Nanotechnology; Nuclear chemistry; Polymer chemistry; Biomedical engineering; Chemistry; Composite material; Organic 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":[],"consensus_categories":[],"category_scores_codex":[0.0002628134,0.0001762846,0.000326644,0.00007939766,0.0001169766,0.000100764,0.0001146375,0.0001774687,0.00043096],"category_scores_gemma":[0.0002272509,0.0001647384,0.000048608,0.0001727791,0.00005214683,0.00006747229,0.00002539547,0.00002686338,0.00007407727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003260075,"about_ca_system_score_gemma":0.00004174447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006363388,"about_ca_topic_score_gemma":0.000002823851,"domain_scores_codex":[0.9987685,0.0000520696,0.0005135026,0.0002619074,0.0001408266,0.000263166],"domain_scores_gemma":[0.9993685,0.0001020519,0.00005853534,0.0002648511,0.00009780127,0.0001082052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001130371,0.00002565703,5.554465e-7,0.00036955,0.00003283918,0.000005296958,0.00005350807,0.00003388962,0.9744703,0.0006357469,0.02362353,0.0007378004],"study_design_scores_gemma":[0.0004538912,0.00003233757,0.00001273798,0.00006727224,0.00002564508,0.00001320795,0.00001305981,0.00009580713,0.9180819,0.0002884764,0.0807392,0.000176488],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922894,0.0001941626,0.002539329,0.0008419069,0.002777106,0.0004235379,0.0004929151,0.0003464482,0.00009514568],"genre_scores_gemma":[0.9897022,0.0002371527,0.006596305,0.0005083907,0.001409194,0.0002711431,0.001071056,0.00006214814,0.0001424384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05711567,"threshold_uncertainty_score":0.6717838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787712247796048,"score_gpt":0.2543325015359869,"score_spread":0.2364553790580264,"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."}}