{"id":"W4321523440","doi":"10.32920/22141310.v1","title":"Microbes at Surface-Air Interfaces: The Metabolic Harnessing of Relative Humidity, Surface Hygroscopicity, and Oligotrophy for Resilience","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Building materials and conservation","field":"Earth and Planetary Sciences","cited_by":3,"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; National Research Foundation; Nuclear Waste Management Organization","keywords":"Desiccation; Biofilm; Relative humidity; Chemistry; Microbial population biology; Environmental chemistry; Desiccation tolerance; Humidity; Microbial metabolism; Biophysics; Bacteria; Biology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007685983,0.00027782,0.0004922049,0.00004501268,0.0003572661,0.0001733378,0.0004546129,0.0002068584,0.0001618955],"category_scores_gemma":[0.000104207,0.0001841307,0.00009108559,0.0001475829,0.0003448189,0.0001905905,0.0003852541,0.0002094278,0.00002295218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007577067,"about_ca_system_score_gemma":0.00008965819,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01291507,"about_ca_topic_score_gemma":0.005481263,"domain_scores_codex":[0.998287,0.0001954396,0.0004702272,0.0005393982,0.0002196317,0.0002883484],"domain_scores_gemma":[0.9984023,0.0006660667,0.0003908371,0.0003658643,0.0001195338,0.00005540701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003966467,0.00004498105,0.664053,0.001687926,0.0003553402,0.000003466638,0.002381432,0.2227253,0.1009836,0.001655471,0.003215508,0.002497387],"study_design_scores_gemma":[0.0006026541,0.0002222031,0.6154375,0.0009052461,0.0003044382,0.00000863244,0.0006786835,0.03084258,0.3206282,0.02661467,0.002843322,0.000911889],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927075,0.002467724,0.001085292,0.001245423,0.001046526,0.0006531954,0.0004726638,0.00007656689,0.0002451462],"genre_scores_gemma":[0.9914725,0.0009883591,0.00559618,0.00009920253,0.0000581035,0.000003379571,0.0001202529,0.00001188876,0.001650099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2196446,"threshold_uncertainty_score":0.993658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04668659213455869,"score_gpt":0.2617142832014556,"score_spread":0.2150276910668969,"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."}}