{"id":"W2265966299","doi":"10.1115/imece2014-38956","title":"Biofilm Streamer Formation in a Microfluidic Porous Media Mimic","year":2014,"lang":"en","type":"article","venue":"","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 Alberta","funders":"Directorate for Biological Sciences; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; University of Calgary","keywords":"Biofilm; Microfluidics; Porous medium; Porosity; Materials science; Pseudomonas fluorescens; Soft lithography; Nanotechnology; Lithography; Bacteria; Composite material; Biology; Optoelectronics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002054315,0.0001802082,0.0002370591,0.0001474221,0.0001786061,0.0003357303,0.0002661468,0.0003622644,0.0002811685],"category_scores_gemma":[0.0002434642,0.0001588038,0.0002251871,0.0001242006,0.0002121004,0.0002427702,0.0001939284,0.0002301022,0.00006974948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004969133,"about_ca_system_score_gemma":0.0003217008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001367472,"about_ca_topic_score_gemma":0.00124393,"domain_scores_codex":[0.9998294,0.00001457683,0.00001238683,0.0000574078,0.00005573274,0.00003042486],"domain_scores_gemma":[0.9998252,0.00005030169,0.00006500267,0.00001545216,0.0000192597,0.00002486223],"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":[0.00002880027,0.00001063415,0.0001993176,0.00002621447,0.000003490878,0.0000454497,0.00002158273,0.00101885,0.9976805,0.0002165612,0.00003077481,0.0007178302],"study_design_scores_gemma":[0.00002314995,0.00023503,0.002685075,0.000005990075,0.00001116724,0.00009060676,0.000019398,0.02038791,0.9748781,0.0001232835,0.00152378,0.00001658009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871073,0.0004140021,0.01115174,0.00009728587,0.00003385017,0.00004021882,0.0002607274,0.0001163965,0.000778435],"genre_scores_gemma":[0.9856061,0.0002651998,0.01307936,0.00002957788,0.000008128497,0.00003990496,0.0001611618,0.000007139971,0.0008033881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001367472,"threshold_uncertainty_score":0.003605366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007728330700617131,"score_gpt":0.212401416817154,"score_spread":0.2046730861165369,"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."}}