{"id":"W2525820648","doi":"10.3389/fmicb.2016.01563","title":"Microbes at Surface-Air Interfaces: The Metabolic Harnessing of Relative Humidity, Surface Hygroscopicity, and Oligotrophy for Resilience","year":2016,"lang":"en","type":"article","venue":"Frontiers in Microbiology","topic":"Bacterial biofilms and quorum sensing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nuclear Waste Management Organization; University of Saskatchewan; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Trillium Foundation; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; National Research Foundation; Nuclear Waste Management Organization","keywords":"Desiccation; Biofilm; Relative humidity; Environmental chemistry; Microbial population biology; Desiccation tolerance; Microbial metabolism; Humidity; Chemistry; Biology; Bacteria; Biophysics; Botany","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":[0.0002702943,0.0004154567,0.0003332734,0.0002641613,0.0002211345,0.001007678,0.0002105102,0.0004073575,0.0005042932],"category_scores_gemma":[0.000252926,0.0001848873,0.0002825729,0.0001803629,0.0004400872,0.0009286458,0.000743009,0.0004923996,0.000153128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001815988,"about_ca_system_score_gemma":0.0002439001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004846381,"about_ca_topic_score_gemma":0.0006784173,"domain_scores_codex":[0.9997891,0.00004900664,0.00001182231,0.00003594372,0.00005904045,0.00005524676],"domain_scores_gemma":[0.9998181,0.00004050833,0.00005359996,0.00001486766,0.00003114001,0.0000417679],"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":[0.00004834722,0.00001231663,0.001642623,0.0001098337,0.00001100782,0.00006702771,0.0001152365,0.0001386332,0.9932117,0.0002996915,0.00002885838,0.004314658],"study_design_scores_gemma":[0.00001095826,0.0007869341,0.06030075,0.000099693,0.00008134564,0.0007235359,0.00137917,0.003449098,0.9258726,0.00133155,0.005911673,0.00005276826],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860622,0.006058957,0.005162178,0.0003840074,0.00003195169,0.00002385569,0.0001192832,0.00003890643,0.002118716],"genre_scores_gemma":[0.9961668,0.001518558,0.001762859,0.00005216417,0.00001258455,0.00001064639,0.00004013791,0.00000665581,0.0004295768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001007678,"threshold_uncertainty_score":0.00168699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007546669039804726,"score_gpt":0.2260327816432724,"score_spread":0.2184861126034677,"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."}}