{"id":"W3119564508","doi":"10.1016/j.dental.2020.12.004","title":"Fighting viruses with materials science: Prospects for antivirus surfaces, drug delivery systems and artificial intelligence","year":2021,"lang":"en","type":"review","venue":"Dental Materials","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"National Health and Medical Research Council; Canadian Institutes of Health Research; Ministry of Education - Singapore","keywords":"Infectivity; Drug delivery; Antiviral drug; Risk analysis (engineering); Drug; Nanotechnology; Materials science; Biology; Medicine; Virology; Virus; Pharmacology","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002177407,0.0007021871,0.002267576,0.0003496134,0.0005962757,0.004317041,0.0008288353,0.0002464704,0.0005177943],"category_scores_gemma":[0.0005973005,0.0005310962,0.0001645458,0.0006068902,0.0006173934,0.0005784971,0.0007481337,0.0001689129,0.0004671971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004026378,"about_ca_system_score_gemma":0.001032328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008992026,"about_ca_topic_score_gemma":0.0001952229,"domain_scores_codex":[0.9948509,0.0004257227,0.00129027,0.001271896,0.001108573,0.001052677],"domain_scores_gemma":[0.997578,0.0005437644,0.0007328173,0.0005531839,0.0002391963,0.000353025],"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":[0.001834985,0.001131111,0.0001792107,0.2788262,0.001734097,0.007700046,0.0004944948,0.000006023847,0.4007335,0.03277642,0.004265912,0.270318],"study_design_scores_gemma":[0.0008050919,0.0004579167,0.00003944214,0.04777582,0.001308552,0.003830936,0.001638634,0.000009546115,0.6988871,0.0009423022,0.2409362,0.003368447],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3080596,0.6821657,0.00003969457,0.000001809253,0.00308336,0.003118806,0.003384026,0.00009695133,0.00005005776],"genre_scores_gemma":[0.1005779,0.895326,0.0002389521,0.00004753501,0.0008602621,0.001309937,0.0007120206,0.000219509,0.0007078748],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2981536,"threshold_uncertainty_score":0.9997141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0983696088753691,"score_gpt":0.3928043439707545,"score_spread":0.2944347350953854,"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."}}