{"id":"W4285091771","doi":"10.1002/elsc.202100076","title":"Flexible biofilm monitoring device","year":2022,"lang":"en","type":"article","venue":"Engineering in Life Sciences","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Pseudomonas fluorescens; Microtiter plate; Antimicrobial; Microbiology; Chemistry; Minimum inhibitory concentration; Pseudomonas aeruginosa; Chromatography; Bacteria; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003262169,0.00007826832,0.00006990595,0.00007868043,0.0001532291,0.00002318778,0.0001905952,0.00002747671,0.0000198636],"category_scores_gemma":[0.00006691198,0.00008165474,0.00002620933,0.0003109746,0.0000322247,0.000005818968,0.0001615328,0.00008496999,0.000002615597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000148114,"about_ca_system_score_gemma":0.00005722415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003484168,"about_ca_topic_score_gemma":0.000001364814,"domain_scores_codex":[0.9992817,0.00001837185,0.0001143438,0.000225208,0.0001292839,0.0002310768],"domain_scores_gemma":[0.9998057,0.000009302695,0.00002410702,0.0001047912,0.000007942879,0.00004819011],"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":[0.000005874699,0.00001089796,0.007601267,0.00000461219,0.000003338118,0.000001712412,0.00004012432,0.03972995,0.9520435,0.00008695133,0.0001153737,0.0003563896],"study_design_scores_gemma":[0.0004888824,0.0004949011,0.02935919,0.00002810614,0.000004539489,0.00002895466,0.000616505,0.00335825,0.8776448,0.000007583026,0.0874614,0.0005068765],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978658,0.0005795559,0.00004981427,0.0001059563,0.0007869089,0.00004582714,0.000002513121,0.00002327092,0.0005403846],"genre_scores_gemma":[0.9975129,0.00002483715,0.002003792,0.00006309147,0.0002803003,0.00000940888,0.000004017405,0.000008090581,0.00009360041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08734603,"threshold_uncertainty_score":0.3329784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754989025931678,"score_gpt":0.2498641501559856,"score_spread":0.2323142598966688,"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."}}