{"id":"W4386910178","doi":"10.1002/cpz1.894","title":"Biofilm Models: Different Ways of Biofilm Characterization and Drug Discovery","year":2023,"lang":"en","type":"article","venue":"Current Protocols","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Crystal violet; Microtiter plate; In vivo; Ex vivo; Microbiology; In vitro; Biology; Computational biology; Bacteria; Biotechnology; Biochemistry; Genetics","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":[0.00008998065,0.0001767455,0.000195995,0.00006739168,0.00007432401,0.00004726866,0.0001095005,0.0001008153,0.000003159039],"category_scores_gemma":[0.00001972718,0.0001472535,0.00007279644,0.0001243667,0.00009313033,0.00002184477,0.0001767421,0.00008388043,0.000004174436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006323705,"about_ca_system_score_gemma":0.00003370129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003063239,"about_ca_topic_score_gemma":8.765811e-7,"domain_scores_codex":[0.9989917,0.00004517402,0.0002681665,0.0003350487,0.0001197471,0.0002402191],"domain_scores_gemma":[0.9994708,0.000007924503,0.0001407004,0.0002720432,0.00005197821,0.00005655052],"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":[0.00006710941,0.00005264507,0.001206344,0.0001355175,0.00001368441,9.689371e-7,0.00004997685,0.000002507252,0.9874485,0.0002747183,0.0008796785,0.009868329],"study_design_scores_gemma":[0.0006569083,0.0001587368,0.01003001,0.0001765683,0.000010445,0.000005442103,0.00001651173,0.0005671039,0.9464338,0.00007975719,0.04158534,0.0002793642],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988508,0.00004357767,0.0007581239,0.0003001017,0.0001597008,0.01003724,0.000125173,0.00003442647,0.00003358877],"genre_scores_gemma":[0.9906764,0.0004045697,0.00009615204,0.0001523547,0.000432782,0.006665082,0.001326529,0.00003920826,0.0002069302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04101471,"threshold_uncertainty_score":0.6004824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05242400667265752,"score_gpt":0.2919824249289101,"score_spread":0.2395584182562526,"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."}}