{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008410958,0.0009563035,0.0009264025,0.001245252,0.0004742633,0.0008061531,0.002024675,0.001788631,0.006509473],"category_scores_gemma":[0.0009177685,0.0005799776,0.000469067,0.0006156112,0.0003879579,0.0009025304,0.001047011,0.001016023,0.001850582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006138319,"about_ca_system_score_gemma":0.0005039597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005237984,"about_ca_topic_score_gemma":0.0005122071,"domain_scores_codex":[0.9983215,0.0001346441,0.00009962764,0.000562173,0.0007739015,0.0001082193],"domain_scores_gemma":[0.9993363,0.0002330328,0.0001330464,0.00009237766,0.0001512785,0.00005393822],"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":[0.0002458902,0.0000947458,0.001188157,0.0003573011,0.00002167631,0.000190408,0.00007640949,0.0002982659,0.955516,0.000932369,0.002852955,0.03822588],"study_design_scores_gemma":[0.0001356869,0.001470392,0.009261128,0.0001040586,0.0001071217,0.001615241,0.00009463739,0.01608651,0.9244391,0.0004084398,0.04611818,0.0001596019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4190577,0.01305115,0.5223782,0.001932908,0.002674524,0.002332016,0.007333095,0.01402095,0.01721958],"genre_scores_gemma":[0.7236332,0.002553311,0.2404931,0.002100838,0.0003362221,0.002088173,0.002000151,0.0001955325,0.02659942],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006509473,"threshold_uncertainty_score":0.02177638,"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."}}