{"id":"W4210756970","doi":"10.3389/fcimb.2021.802303","title":"Modular 3D-Printed Peg Biofilm Device for Flexible Setup of Surface-Related Biofilm Studies","year":2022,"lang":"en","type":"article","venue":"Frontiers in Cellular and Infection Microbiology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Uppsala Universitet; Vetenskapsrådet; Carl Tryggers Stiftelse för Vetenskaplig Forskning","keywords":"Biofilm; Silicone; Medical device; 3d printed; Modular design; Biomedical engineering; 3D printing; Nanotechnology; Materials science; Computer science; Microbiology; Biology; Bacteria; Medicine; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005496345,0.0007961122,0.000511189,0.0005692171,0.0001911792,0.0003648169,0.0006823631,0.001014349,0.00218764],"category_scores_gemma":[0.0006283713,0.0004471666,0.0006980427,0.0001944133,0.0002812084,0.0003943995,0.0005993516,0.0008582126,0.0009157381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002533367,"about_ca_system_score_gemma":0.0002354185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001490003,"about_ca_topic_score_gemma":0.0002472157,"domain_scores_codex":[0.9995603,0.00004224701,0.0000427006,0.0001263129,0.0001848446,0.00004364698],"domain_scores_gemma":[0.9995259,0.0001708367,0.0001030118,0.00009223988,0.00006449233,0.00004352984],"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":[0.00004440636,0.00006169542,0.0002435117,0.0001778969,0.000009888425,0.0001462754,0.00004783378,0.0005051616,0.9919581,0.0003260828,0.0003811711,0.00609783],"study_design_scores_gemma":[0.00002843257,0.0003689763,0.002293285,0.00002434259,0.00002799262,0.0003772446,0.00002247327,0.006675533,0.9804304,0.0001568074,0.009546793,0.0000476274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.580661,0.003401227,0.3962833,0.0004688119,0.0008345274,0.001262737,0.004587089,0.006155826,0.006345417],"genre_scores_gemma":[0.5901814,0.001936577,0.3976432,0.0003725453,0.00008248605,0.002653644,0.002124672,0.000330723,0.004674814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00218764,"threshold_uncertainty_score":0.007318377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01309093601920034,"score_gpt":0.2429563502722667,"score_spread":0.2298654142530664,"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."}}