{"id":"W4229979650","doi":"10.32920/ryerson.14663781.v1","title":"Assessing toxicity of titanium dioxide (TiO2) nanoparticles on Pseudomonas species biofilms","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Biofilm; Titanium dioxide; Pseudomonas aeruginosa; Effluent; Chemistry; Toxicity; Microbiology; Silicon dioxide; Bacterial growth; Environmental chemistry; Pseudomonas; Chemical engineering; Biology; Bacteria; Environmental engineering; Environmental science","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":[0.0002879076,0.0004216679,0.0002460944,0.0003702277,0.0002388713,0.0002775024,0.0001754527,0.0004624239,0.0007707506],"category_scores_gemma":[0.0002420812,0.0001476933,0.0002750965,0.0002875019,0.0001288364,0.0001874881,0.0003055315,0.000258323,0.000218647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001955786,"about_ca_system_score_gemma":0.0002072233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002020615,"about_ca_topic_score_gemma":0.001643733,"domain_scores_codex":[0.9997776,0.00003383569,0.00001363796,0.00003387486,0.0001078155,0.00003323281],"domain_scores_gemma":[0.9999183,0.00003373036,0.00001145952,0.000004138151,0.0000244037,0.00000793491],"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":[0.00003131426,0.00001968184,0.0003882824,0.00004792634,0.000003036676,0.00002847682,0.00002731638,0.0001292351,0.9984708,0.00001637995,0.00001611106,0.0008213662],"study_design_scores_gemma":[0.000005211568,0.0005533565,0.006470303,0.000007761187,0.00001639065,0.00007633537,0.00006424577,0.001505867,0.9907498,0.0000447914,0.0004986424,0.000007292692],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952725,0.0006808535,0.00217229,0.00004149316,0.00001772187,0.00003753556,0.0003623741,0.0000296227,0.001385823],"genre_scores_gemma":[0.9872239,0.001665178,0.006433542,0.00004611223,0.00001470616,0.000104303,0.0007501221,0.00001993835,0.003742168],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002020615,"threshold_uncertainty_score":0.004017651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02787085587950732,"score_gpt":0.2708136854545898,"score_spread":0.2429428295750825,"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."}}