{"id":"W1996517663","doi":"10.1134/s0026261712060148","title":"Ecology of purple sulfur bacteria in the highly stratified meromictic Lake Shunet (Siberia, Khakassia) in 2002–2009","year":2012,"lang":"en","type":"article","venue":"Microbiology","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Russian Academy of Sciences","keywords":"Chemocline; Water column; Phototroph; Lake ecosystem; Limnology; Ecology; Hypolimnion; Green sulfur bacteria; Environmental science; Biomass (ecology); Sulfur; Trophic level; Ecosystem; Environmental chemistry; Biology; Oceanography; Botany; Photosynthesis; Chemistry; Eutrophication; Geology; Nutrient","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009687494,0.0001936669,0.0004227314,0.00008572171,0.00008084246,0.000005070264,0.0006760741,0.0003757597,0.01204127],"category_scores_gemma":[0.00004836641,0.0001563633,0.00005857561,0.0002720606,0.0005990629,0.0001195923,0.0002634684,0.0004678461,0.0006381006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007128683,"about_ca_system_score_gemma":0.00002346287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007704539,"about_ca_topic_score_gemma":0.08049481,"domain_scores_codex":[0.9971695,0.001411344,0.0004756605,0.0002486365,0.00002632194,0.0006685687],"domain_scores_gemma":[0.9990401,0.0003028916,0.0001671257,0.000442051,0.000005906956,0.00004190961],"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":[0.0000880773,0.0004119781,0.1258874,0.000007433538,0.00001166907,0.000004113846,0.001334474,0.0000573072,0.8621036,0.0003377652,0.009659561,0.00009652067],"study_design_scores_gemma":[0.0007799031,0.0002585122,0.9427749,0.000005616016,0.00001309739,0.00008231244,0.0002132612,0.000003860377,0.009943122,0.0004875578,0.04522355,0.0002143036],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960394,0.00006818074,0.000002727677,0.0007113568,0.0004077083,0.000326793,0.00007397888,0.00001025348,0.002359632],"genre_scores_gemma":[0.9982956,0.00002296533,0.0002144733,0.0009460322,0.00003950165,0.00002883051,0.0001965021,0.00001028869,0.0002458021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8521605,"threshold_uncertainty_score":0.9888619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206902580093251,"score_gpt":0.220962148079665,"score_spread":0.2088931222787325,"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."}}