{"id":"W4243167039","doi":"10.32920/ryerson.14665224.v1","title":"Monitoring biofilm Co2 production in response to antibiotic exposures","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Western University","funders":"","keywords":"Biofilm; Microbiology; Streptomycin; Pseudomonas aeruginosa; Stenotrophomonas maltophilia; Antibiotics; Bacteria; Gentamicin; Biology; Chemistry","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":[0.0003966875,0.0005941052,0.0006950539,0.000752835,0.0005131667,0.0005574017,0.0004041194,0.000689472,0.0007283065],"category_scores_gemma":[0.000539005,0.0003506944,0.0003358048,0.0009011638,0.0002561629,0.0004080165,0.0006744032,0.0008394995,0.0002083133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000422928,"about_ca_system_score_gemma":0.0003711884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002925565,"about_ca_topic_score_gemma":0.003727363,"domain_scores_codex":[0.9992195,0.00007822533,0.00003905044,0.0002087573,0.0003448334,0.0001095439],"domain_scores_gemma":[0.9995247,0.00008558213,0.000105148,0.00002727468,0.0001888065,0.00006844749],"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":[0.0001013638,0.00002936878,0.002816448,0.00006452569,0.00001093747,0.00004272668,0.00009522757,0.0001367261,0.994965,0.00002555834,0.00005712436,0.001654892],"study_design_scores_gemma":[0.00001219127,0.0005319047,0.06530442,0.00002128787,0.00004477233,0.000145788,0.000361531,0.008017196,0.9237247,0.00009403806,0.00170559,0.00003653831],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894124,0.00175743,0.005354967,0.0001041265,0.00003943838,0.0001145088,0.001399361,0.0001487315,0.001669092],"genre_scores_gemma":[0.9836155,0.001258655,0.01127444,0.0001101341,0.00001917478,0.000388091,0.0013555,0.0000387767,0.001939818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002925565,"threshold_uncertainty_score":0.005817115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01757718781112531,"score_gpt":0.2675291669657559,"score_spread":0.2499519791546306,"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."}}