{"id":"W4377011551","doi":"10.1128/spectrum.04793-22","title":"Bacterioplankton Communities in Dissolved Organic Carbon-Rich Amazonian Black Water","year":2023,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Global Affairs Canada; Fundação de Amparo à Pesquisa do Estado do Amazonas; National Geographic Society; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Mitacs; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Government of Canada","keywords":"Bacterioplankton; Dissolved organic carbon; Amazonian; Ecology; Biology; Carbon cycle; Environmental chemistry; Phytoplankton; Chemistry; Amazon rainforest; Nutrient; Ecosystem","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004180316,0.0002373084,0.0003485578,0.000133853,0.0002273549,0.00001356474,0.0006593934,0.0003004544,0.01831235],"category_scores_gemma":[0.000009986761,0.0001964067,0.00005224434,0.000351342,0.000885995,0.00005778739,0.0009366903,0.0006147019,0.006180172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001656712,"about_ca_system_score_gemma":0.00001181655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001776093,"about_ca_topic_score_gemma":0.05846711,"domain_scores_codex":[0.9979861,0.0005588025,0.0002966008,0.0002752509,0.00002640527,0.000856816],"domain_scores_gemma":[0.9991913,0.0001371676,0.00004981252,0.0005644144,0.000003477485,0.00005380216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004480096,0.00006292226,0.1263297,0.000006419976,0.00001768754,0.00002081669,0.003618307,0.00007965993,0.8670854,0.0000176815,0.002694687,0.00002183894],"study_design_scores_gemma":[0.001924111,0.0006217441,0.6888543,0.00003423071,0.000035594,0.0001748284,0.002371185,0.0003305047,0.2260225,0.003574539,0.07480334,0.001253191],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939402,0.000009826059,0.000001204549,0.001781889,0.000287523,0.0001961204,0.0000258778,0.0001312435,0.00362616],"genre_scores_gemma":[0.9968976,0.0000594445,0.0000151795,0.0006438623,0.00003252316,0.00001177993,0.0009124535,0.00002455928,0.001402568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.641063,"threshold_uncertainty_score":0.9945936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008903636402791886,"score_gpt":0.2024465132617025,"score_spread":0.1935428768589106,"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."}}