{"id":"W3119061754","doi":"10.3390/nano11010096","title":"The Design, Characterization and Antibacterial Activity of Heat and Silver Crosslinked Poly(Vinyl Alcohol) Hydrogel Forming Dressings Containing Silver Nanoparticles","year":2021,"lang":"en","type":"article","venue":"Nanomaterials","topic":"Nanoparticles: synthesis and applications","field":"Materials Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia Hospital","funders":"University of British Columbia; Grand Challenges Canada","keywords":"Vinyl alcohol; Silver nitrate; Silver nanoparticle; Materials science; Antibacterial activity; Nanoparticle; Curing (chemistry); Nanotechnology; Nuclear chemistry; Polymer; Polymer chemistry; Composite material; Chemistry; Bacteria","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":[],"consensus_categories":[],"category_scores_codex":[0.0009833218,0.0002061044,0.0004089684,0.00003275044,0.0006513137,0.0004504228,0.0001454678,0.0001345564,0.0001147019],"category_scores_gemma":[0.0002183897,0.0001572296,0.00004342589,0.0001304256,0.0003224807,0.0006294361,0.0001839764,0.00004604892,0.000008317825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002399651,"about_ca_system_score_gemma":0.00009494909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004478089,"about_ca_topic_score_gemma":0.000006762016,"domain_scores_codex":[0.9982431,0.0002392132,0.0005197992,0.0004076445,0.0002076564,0.0003825721],"domain_scores_gemma":[0.9987757,0.0004041055,0.0002711606,0.0003264699,0.0001206881,0.0001018279],"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":[0.0002045361,0.00005752259,0.0007335928,0.0000337888,0.00001307856,0.000002786045,0.0003785747,9.58151e-7,0.9945026,0.0004001708,0.000003570977,0.003668844],"study_design_scores_gemma":[0.0005918508,0.0000570446,0.01656377,0.00007508706,0.00004284432,0.00002851061,0.00006924658,0.0001688367,0.9816846,0.0001911791,0.0003444464,0.0001825772],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981889,0.000314236,0.0004509434,0.0002840683,0.000285086,0.0003392107,0.00007204974,0.00005691542,0.000008651235],"genre_scores_gemma":[0.9986964,0.0001211127,0.0008491063,0.00007712901,0.0001243592,0.00005721693,0.00001007775,0.00002575487,0.00003882702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01583018,"threshold_uncertainty_score":0.6411635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02846857569185673,"score_gpt":0.2684784657514742,"score_spread":0.2400098900596174,"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."}}