{"id":"W2568060814","doi":"10.3389/fmars.2016.00275","title":"Microbial Community Structure and Interannual Change in the Last Epishelf Lake Ecosystem in the North Polar Region","year":2017,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; ArcticNet; Fonds Québécois de la Recherche sur la Nature et les Technologies; Parks Canada; Fonds de recherche du Québec – Nature et technologies; Association of Canadian Universities for Northern Studies","keywords":"Halocline; Thaumarchaeota; Water column; Archaea; Oceanography; Ecology; Benthic zone; Community structure; Dominance (genetics); Phytoplankton; Biology; Fjord; Stratification (seeds); Microbial population biology; Environmental science; Geology; Salinity; Bacteria; Nutrient; Botany","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001399329,0.0001542589,0.0001758867,0.001019262,0.0007134526,0.0005690622,0.0001410281,0.0002371498,0.0006365454],"category_scores_gemma":[0.0002810326,0.0001059472,0.0001379732,0.000763838,0.0003179656,0.0002282443,0.0003458787,0.0001578144,0.0000880856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001401307,"about_ca_system_score_gemma":0.0006614988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1744737,"about_ca_topic_score_gemma":0.2908462,"domain_scores_codex":[0.9999064,0.000007052049,0.000005031948,0.00002519448,0.00002029632,0.00003605475],"domain_scores_gemma":[0.999783,0.000014418,0.00006685354,0.000006056126,0.0000673561,0.00006231161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001742727,0.00002363834,0.9839829,0.00001772354,0.00003225206,0.0001448339,0.001002962,0.00008409702,0.01071617,0.00002108594,0.0001088527,0.00369122],"study_design_scores_gemma":[6.27585e-7,0.000007402806,0.9994973,0.000001420579,0.000001842599,0.00001207851,0.0002934001,0.00003721248,0.00006798488,0.000001986197,0.00007810228,8.405531e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997028,0.00005508891,0.000007261309,0.000009917379,9.559318e-7,0.000001116957,0.00009196255,7.427352e-7,0.0001301739],"genre_scores_gemma":[0.9993799,0.00007859421,0.00004125973,0.00001343075,0.000004057149,0.000005177437,0.0002751789,7.467781e-7,0.0002017309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1744737,"threshold_uncertainty_score":0.3469163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398089851391591,"score_gpt":0.2301051734367877,"score_spread":0.2161242749228718,"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."}}