{"id":"W4396672111","doi":"10.54254/2755-2721/59/20240807","title":"Application of antimicrobial nanocoatings on biological implants","year":2024,"lang":"en","type":"article","venue":"Applied and Computational Engineering","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Antimicrobial; Nanotechnology; Materials science; Coating; Nanomaterials; Biofilm; Biocompatibility; Surface modification; Antibiotics; Implant; Biomedical engineering; Medicine; Microbiology; Bacteria; Engineering; Biology; Surgery; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006243595,0.000126684,0.000141665,0.00009845896,0.00001422786,0.00002701569,0.00005110609,0.00005752306,0.000005446726],"category_scores_gemma":[0.000003288462,0.0001255198,0.00002037466,0.0001151456,0.00001339791,0.00003091997,0.00001549024,0.00007999283,0.00002229841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001665603,"about_ca_system_score_gemma":0.000004272794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001327306,"about_ca_topic_score_gemma":2.845815e-8,"domain_scores_codex":[0.9994841,0.000001867154,0.0001768983,0.0001404575,0.0000758121,0.0001208722],"domain_scores_gemma":[0.9998017,0.00009173372,0.00001001128,0.00005540969,0.000008138301,0.00003298591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000002594483,0.000003905925,0.000003265424,0.0001475086,0.00001984968,0.000001334456,0.0000511208,0.6909423,0.272934,0.03014812,0.00006589162,0.005680194],"study_design_scores_gemma":[0.0001749969,0.00002131163,0.001606523,0.00009983037,0.000006988856,0.00002938572,0.000005097952,0.9362768,0.05870753,0.0007054844,0.002105257,0.0002607815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6504869,0.0002293266,0.3475522,0.00001707958,0.0002894097,0.0001627915,0.00003027159,0.000779911,0.0004521151],"genre_scores_gemma":[0.994222,0.00001698184,0.005574964,0.00000849245,0.00008479464,0.00002597309,0.00003577774,0.00002852648,0.000002419821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3437352,"threshold_uncertainty_score":0.5118549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006053839881123392,"score_gpt":0.1930002061535518,"score_spread":0.1869463662724284,"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."}}