{"id":"W2018442382","doi":"10.4319/lo.2006.51.1.0339","title":"External control of bacterial community structure in lakes","year":2006,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Vetenskapsrådet; Uppsala Universitet; Naturvårdsverket","keywords":"Microcosm; Boreal; Ecology; Community structure; Environmental science; Geography; Oceanography; Biology; Geology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001486032,0.00009133054,0.0001969053,0.0000693593,0.00014463,0.000003113013,0.0001963809,0.0001873822,0.001417731],"category_scores_gemma":[0.000009129702,0.00008409495,0.00003723324,0.0001320341,0.0008109802,0.00006038525,0.0001090489,0.00040152,0.000004436386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005293233,"about_ca_system_score_gemma":0.000003051701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007281461,"about_ca_topic_score_gemma":0.01229423,"domain_scores_codex":[0.9990292,0.0005033418,0.0001722857,0.0000941713,0.00002648626,0.0001745196],"domain_scores_gemma":[0.9995791,0.000151358,0.00006971842,0.0001771282,0.000003839544,0.00001886693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001750695,0.0001189474,0.8351228,0.000006719184,0.000009066945,0.000002044142,0.0002704534,0.00005438992,0.1628672,0.0008140833,0.0002820567,0.0002771196],"study_design_scores_gemma":[0.0008353625,0.0001749066,0.9745766,0.000004704366,0.000008728975,0.00001153726,0.00005369179,0.00001279319,0.001704669,0.02158174,0.0009536674,0.00008162895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986297,0.0001024102,0.00003395162,0.00005885187,0.00009704919,0.00007389314,0.00003048288,0.00001052915,0.0009631332],"genre_scores_gemma":[0.9996182,0.0000136324,0.000121854,0.0001819171,0.00001909414,0.000001232536,0.00002807767,0.000003336999,0.00001262169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1611626,"threshold_uncertainty_score":0.9994951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003974720687548652,"score_gpt":0.1861779421553367,"score_spread":0.182203221467788,"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."}}