{"id":"W4200480491","doi":"10.26685/urncst.315","title":"Disrupting Biofilm Formation and Antibiotic Resistance in Pseudomonas aeruginosa Using Phage-Delivered Sensitivity Cassettes: A Research Protocol","year":2021,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Queen's University","funders":"","keywords":"Biofilm; Pseudomonas aeruginosa; rpoS; Tobramycin; Microbiology; Antibiotics; Antibiotic resistance; Biology; Antimicrobial; Antibiotic sensitivity; Gentamicin; Bacteria; Gene; Genetics; Gene expression; Promoter","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001511439,0.001388137,0.0008830026,0.001098823,0.001109244,0.0006803348,0.001321243,0.001386679,0.009408882],"category_scores_gemma":[0.000940877,0.0007821542,0.001300171,0.001061885,0.0005863073,0.0005534429,0.0007897727,0.001633585,0.005738008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005430896,"about_ca_system_score_gemma":0.001336585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000704555,"about_ca_topic_score_gemma":0.001218056,"domain_scores_codex":[0.9981323,0.0003987572,0.0002364726,0.0003275772,0.0006503036,0.000254758],"domain_scores_gemma":[0.9991671,0.0002041315,0.0001228345,0.0002092779,0.0002111665,0.00008560096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001593796,0.0001909626,0.00009525036,0.0005915361,0.00001003779,0.0002852048,0.0001198492,0.0001900617,0.9917895,0.0007346622,0.000845435,0.004988117],"study_design_scores_gemma":[0.0001371155,0.002847431,0.002132615,0.0002193179,0.00008789578,0.0008788959,0.0001044254,0.0009372059,0.9244596,0.0005312287,0.06757598,0.00008820177],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.3340109,0.0100298,0.5134429,0.001794031,0.001129,0.07546937,0.02495219,0.003438414,0.03573334],"genre_scores_gemma":[0.286898,0.02288448,0.4682863,0.0009449864,0.0002377136,0.09187585,0.05024746,0.0007347345,0.07789038],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.009408882,"threshold_uncertainty_score":0.0314759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06786482632664399,"score_gpt":0.4238325364570205,"score_spread":0.3559677101303765,"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."}}