{"id":"W2166714052","doi":"10.1115/mnhmt2012-75207","title":"Adhesion and Formation of Microbial Biofilms in Complex Microfluidic Devices","year":2012,"lang":"en","type":"article","venue":"","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Oak Ridge National Laboratory; U.S. Department of Energy","keywords":"Shewanella oneidensis; Biofilm; Microfluidics; Adhesion; Microchannel; Nanotechnology; Flow (mathematics); Flow conditions; Chemistry; Fluid dynamics; Chemical engineering; Biofouling; Materials science; Biological system; Chemical physics; Mechanics; Bacteria; Composite material; Biology; Membrane","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":[0.0002668689,0.0003604878,0.0003087095,0.0002847185,0.0003750054,0.0005520036,0.0003300763,0.0004456443,0.0002873082],"category_scores_gemma":[0.0005393467,0.0002564963,0.0001814039,0.000237774,0.0003258478,0.0003869937,0.000483307,0.0003373961,0.00007192101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004265143,"about_ca_system_score_gemma":0.0001984482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009268453,"about_ca_topic_score_gemma":0.0009278061,"domain_scores_codex":[0.9996995,0.00003755284,0.00002415418,0.00008776513,0.0001030145,0.00004804429],"domain_scores_gemma":[0.9997244,0.0001144756,0.00007775887,0.00002396171,0.00003114215,0.00002824772],"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":[0.0000264039,0.00003602067,0.00076652,0.00006113436,0.00001051509,0.000058219,0.00008294839,0.001483072,0.9947184,0.0002553787,0.00006218018,0.002439057],"study_design_scores_gemma":[0.00005563528,0.0004217514,0.02108465,0.0000263066,0.00003349631,0.0001697684,0.0001509435,0.04316801,0.9312264,0.0005938571,0.003017465,0.00005174761],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919053,0.000436395,0.007075265,0.00004611793,0.00001611719,0.00003082635,0.00006796938,0.00002356628,0.0003983451],"genre_scores_gemma":[0.9897292,0.0005593529,0.008789302,0.00004813637,0.00001408865,0.00009247768,0.0001203428,0.000005215752,0.0006420025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009268453,"threshold_uncertainty_score":0.003094614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0221061174318903,"score_gpt":0.2478930377820228,"score_spread":0.2257869203501325,"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."}}