{"id":"W2156079526","doi":"10.4319/lo.2008.53.4.1319","title":"Typhoons initiate predictable change in aquatic bacterial communities","year":2008,"lang":"en","type":"article","venue":"Limnology and Oceanography","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Academia Sinica; National Science Council; University of Wisconsin-Madison; Global Lake Ecological Observatory Network; Gordon and Betty Moore Foundation; National Science Foundation","keywords":"Typhoon; Bacterioplankton; Epilimnion; Hypolimnion; Environmental science; Water column; Phytoplankton; Ecology; Ecological succession; Oceanography; Biology; Geology; Nutrient","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":[0.0001434119,0.0001265525,0.0001798738,0.0002317392,0.0001952325,0.0002385622,0.0000855427,0.0002383232,0.0004828477],"category_scores_gemma":[0.0004639366,0.0001667788,0.0001618079,0.0001279937,0.0002791127,0.0001526043,0.0004192418,0.0002359983,0.0001146158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002556388,"about_ca_system_score_gemma":0.0001756322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003254559,"about_ca_topic_score_gemma":0.005348624,"domain_scores_codex":[0.9999098,0.000013239,0.000005206372,0.00002428437,0.0000154328,0.00003210281],"domain_scores_gemma":[0.9996986,0.00003496244,0.0001232094,0.0000217685,0.00004321824,0.00007817175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007660172,0.0001017621,0.6055523,0.00006758502,0.00008104914,0.0005369596,0.001044824,0.0006177233,0.382875,0.00008558291,0.0002571555,0.008014085],"study_design_scores_gemma":[0.000005420768,0.0001204777,0.9972837,0.00000235954,0.000005626739,0.0000467717,0.0002466545,0.0002656315,0.001871437,0.00002615236,0.0001219314,0.000003855987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997879,0.00002729303,0.00005205095,0.000008650695,0.000001098237,0.000002995782,0.00003629447,0.000004288568,0.00007953886],"genre_scores_gemma":[0.9997037,0.00002265999,0.00007813815,0.00001532113,0.000002665583,0.000005281738,0.0001026034,0.000001282071,0.00006829073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003254559,"threshold_uncertainty_score":0.006471217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03195834202872241,"score_gpt":0.2234979733810576,"score_spread":0.1915396313523352,"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."}}