{"id":"W4290995936","doi":"10.34172/ddj.2022.18","title":"An Easy New Modified Method for Detection of Antibacterial Susceptibility in Biofilm-Growing Bacteria","year":2022,"lang":"en","type":"article","venue":"Disease and Diagnosis","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Islamic Azad University","keywords":"Biofilm; Bacteria; Microbiology; Pseudomonas aeruginosa; Antibiotics; 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":[0.002216238,0.001980644,0.0009221705,0.002795748,0.0006305775,0.0008124561,0.001505706,0.002045608,0.00331275],"category_scores_gemma":[0.001764298,0.0006589693,0.0008940844,0.001098807,0.000700663,0.001058016,0.001227551,0.001868481,0.001883244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000385078,"about_ca_system_score_gemma":0.0006761634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006019995,"about_ca_topic_score_gemma":0.001440177,"domain_scores_codex":[0.9952136,0.001267652,0.0003493405,0.00100586,0.001972735,0.0001907197],"domain_scores_gemma":[0.9983217,0.0004746859,0.0002898345,0.0001580024,0.0006421312,0.000113572],"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":[0.0001390347,0.0001725134,0.002215907,0.001161943,0.0000774122,0.0001975028,0.0002031397,0.0001265635,0.9534533,0.000626633,0.001502136,0.04012397],"study_design_scores_gemma":[0.0001334509,0.002487808,0.01636918,0.0003185967,0.0003614635,0.004948847,0.0003212648,0.006148771,0.9243557,0.0009530559,0.04327694,0.000325081],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1258776,0.04728108,0.8037338,0.001662172,0.003921522,0.001840294,0.002414266,0.002998264,0.01027098],"genre_scores_gemma":[0.2068539,0.01261021,0.7572435,0.001201811,0.0004796732,0.002401276,0.002099944,0.0001555611,0.01695407],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00331275,"threshold_uncertainty_score":0.01172072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01555477067013529,"score_gpt":0.2785105742418875,"score_spread":0.2629558035717522,"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."}}