{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002997186,0.001491652,0.001364872,0.003978805,0.0007944127,0.002219604,0.001326958,0.001633478,0.003949629],"category_scores_gemma":[0.002089588,0.0008354624,0.001636765,0.002101917,0.001091452,0.002295285,0.002037942,0.002845712,0.002418817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008893967,"about_ca_system_score_gemma":0.001220563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001388064,"about_ca_topic_score_gemma":0.002821482,"domain_scores_codex":[0.9965394,0.000881645,0.0003402331,0.000387467,0.001666517,0.0001848407],"domain_scores_gemma":[0.9987496,0.0002941639,0.0001820927,0.0002443132,0.0003962752,0.0001335824],"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":[0.0006039096,0.0007981691,0.002076501,0.003926241,0.0001750096,0.0005245892,0.0004615403,0.001146911,0.8170941,0.01121226,0.01709293,0.1448878],"study_design_scores_gemma":[0.0001586286,0.002972372,0.008017628,0.0009182222,0.0003059198,0.003094179,0.0004078673,0.005438108,0.7513732,0.006978768,0.2199853,0.0003498194],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.1371835,0.2166692,0.5278882,0.01108696,0.004462185,0.009218226,0.0192228,0.00558916,0.06867971],"genre_scores_gemma":[0.2440638,0.1672327,0.521048,0.003708997,0.0006403503,0.00746639,0.01536087,0.001168484,0.03931049],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003978805,"threshold_uncertainty_score":0.01585084,"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."}}