{"id":"W4293572040","doi":"10.1016/j.envint.2022.107492","title":"Aerobiology over the Southern Ocean – Implications for bacterial colonization of Antarctica","year":2022,"lang":"en","type":"article","venue":"Environment International","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ames Research Center; Swiss Polar Institute; Universität Innsbruck; Univerza v Ljubljani; Princeton University; Uppsala Universitet; University of Waikato; Universidad Autónoma de Madrid; Helmholtz-Zentrum Potsdam - Deutsches GeoForschungsZentrum GFZ; Korea Polar Research Institute; H2020 Marie Skłodowska-Curie Actions; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; British Antarctic Survey; Cardiff University; Université de Liège; European Commission; Natural Environment Research Council; University of Warwick; York University; Northumbria University; National Science Foundation; Aberystwyth University; Université Laval; Jihočeská Univerzita v Českých Budějovicích; Auckland University of Technology, New Zealand; Queen Mary University of London; National Aeronautics and Space Administration; Brigham Young University; Rhodes University; Colorado State University; International Medical University; Universidade do Porto","keywords":"Biological dispersal; Biodiversity; Ecosystem; Marine ecosystem; Ecology; Oceanography; Polar front; Species richness; Climate change; Environmental science; Ocean acidification; Geography; Biology; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005182062,0.0003231532,0.0002131953,0.0009567304,0.0007059466,0.001074722,0.0001385949,0.0002266763,0.001628652],"category_scores_gemma":[0.0007104069,0.0001244315,0.0002161507,0.00148529,0.0006521468,0.0004297495,0.0006516438,0.0002285474,0.0001879524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004020346,"about_ca_system_score_gemma":0.0005801008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01914616,"about_ca_topic_score_gemma":0.03337315,"domain_scores_codex":[0.9997688,0.00008997801,0.00001346095,0.00003561359,0.00003418321,0.0000579002],"domain_scores_gemma":[0.9994054,0.0001018617,0.0002386205,0.00003182948,0.0001018004,0.0001205881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001142725,0.00001719879,0.9643903,0.0001135333,0.00007592676,0.0002980326,0.001512959,0.0004346426,0.01477483,0.0002133004,0.0001831243,0.01787197],"study_design_scores_gemma":[0.000001024726,0.00002294955,0.9968452,0.00002812133,0.00001285042,0.00009084388,0.001669406,0.0001071233,0.0001993788,0.0001157137,0.0009040126,0.00000337438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964394,0.001568181,0.0001327493,0.0002932415,0.00001015739,0.000004289526,0.0001644966,0.00000264528,0.001384835],"genre_scores_gemma":[0.9981893,0.001242348,0.0001810292,0.00006672005,0.00001677132,0.000003177352,0.0001163583,0.000001732685,0.0001826321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01914616,"threshold_uncertainty_score":0.03806949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172485845756493,"score_gpt":0.2464361641659505,"score_spread":0.2347113057083856,"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."}}