{"id":"W2064510435","doi":"10.1007/s10404-012-1120-6","title":"Microscale confinement features can affect biofilm formation","year":2012,"lang":"en","type":"article","venue":"Microfluidics and Nanofluidics","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Biofilm; Microscale chemistry; Shewanella oneidensis; Biofouling; Extracellular polymeric substance; Nanotechnology; Microfluidics; Chemistry; Flow (mathematics); Adhesion; Chemical physics; Mechanics; Materials science; Bacteria; Biology; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002901212,0.000249407,0.0001925664,0.00005976468,0.0002284351,0.00007373858,0.0001003525,0.0002489725,0.00001961795],"category_scores_gemma":[0.0000266745,0.0002264482,0.00008927425,0.0000891036,0.0001112117,0.00001268702,0.0001024034,0.00009467695,0.000009691057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002088618,"about_ca_system_score_gemma":0.00003653857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005146785,"about_ca_topic_score_gemma":0.000009634415,"domain_scores_codex":[0.9988036,0.00005866025,0.0002473858,0.0002665964,0.0001148413,0.0005089774],"domain_scores_gemma":[0.9993749,0.00001037526,0.00008338535,0.000263565,0.00006589688,0.0002019209],"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":[0.00004654916,0.00005084389,0.001720879,0.00002678363,0.00003011205,9.289561e-7,0.000124576,2.023365e-8,0.9574913,0.0002103789,0.03589522,0.004402366],"study_design_scores_gemma":[0.0003764788,0.000129615,0.00270918,0.00001438792,0.00002481455,0.00007698627,0.00006293298,7.408975e-7,0.7134914,0.000002791705,0.2828921,0.0002185996],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740723,0.02398387,0.0002071462,0.0003863387,0.0005770322,0.0002300688,0.00009278257,0.00002234605,0.0004281174],"genre_scores_gemma":[0.9894122,0.007540495,0.0005024989,0.00103075,0.0005785281,0.000008193731,0.0004158394,0.00003382107,0.0004777125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2469969,"threshold_uncertainty_score":0.923429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009197449604397912,"score_gpt":0.2287136712165378,"score_spread":0.2195162216121399,"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."}}