{"id":"W3214755712","doi":"10.3390/nano11123214","title":"A Pragmatic Perspective of the Antibacterial Properties of Metal-Based Nanoparticles","year":2021,"lang":"en","type":"article","venue":"Nanomaterials","topic":"Nanoparticle-Based Drug Delivery","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Nanoparticle; Nanotechnology; Perspective (graphical); Antibacterial activity; Metal; Materials science; Corona (planetary geology); Chemistry; Chemical engineering; Bacteria; Computer science; Physics; Astrobiology; Biology; Metallurgy; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005195218,0.0008072174,0.001087646,0.00159098,0.002330011,0.004629404,0.001887669,0.004782312,0.003328566],"category_scores_gemma":[0.004700806,0.0003873544,0.0006594848,0.0004862857,0.01334814,0.005968764,0.002324928,0.0051457,0.0009325769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003067835,"about_ca_system_score_gemma":0.001871712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001074989,"about_ca_topic_score_gemma":0.001149232,"domain_scores_codex":[0.9962464,0.00162615,0.0001408383,0.0003259905,0.001482352,0.0001782129],"domain_scores_gemma":[0.9978843,0.001201399,0.0001167455,0.0001769584,0.0004969959,0.0001236334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002574733,0.00003697385,0.0000391925,0.000243486,0.000009414851,0.0001733989,0.0003549812,0.0004998166,0.002978419,0.986853,0.003549339,0.005236182],"study_design_scores_gemma":[0.00003502564,0.0001882785,0.0001183186,0.0001993301,0.00001761936,0.0003258128,0.0004016018,0.001703165,0.003201835,0.8291318,0.1646466,0.00003064568],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01413599,0.09530207,0.1735605,0.3226523,0.006674787,0.0002191433,0.0001942934,0.0001840034,0.3870769],"genre_scores_gemma":[0.6865389,0.06438993,0.1059452,0.05340964,0.01450682,0.001168714,0.0001338548,0.0003283879,0.07357859],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005195218,"threshold_uncertainty_score":0.02747524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180860860640587,"score_gpt":0.2373256464149053,"score_spread":0.2192395603508466,"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."}}