{"id":"W4319596263","doi":"10.3390/microorganisms11020428","title":"A Tale of Two Seasons: Distinct Seasonal Viral Communities in a Thermokarst Lake","year":2023,"lang":"en","type":"article","venue":"Microorganisms","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi; Université Laval; Makivik Corporation","funders":"Canada First Research Excellence Fund; Natural Sciences and Engineering Research Council of Canada; McGill University; Fonds de recherche du Québec – Nature et technologies; Université Laval","keywords":"Thermokarst; Subarctic climate; Permafrost; Environmental science; Water column; Ecology; Peat; Ecosystem; Hydrology (agriculture); Physical geography; Geology; Geography; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001038973,0.0001107233,0.0001822583,0.0003703338,0.0004781999,0.0004284598,0.00009854418,0.0002373905,0.0004276687],"category_scores_gemma":[0.0001195982,0.0001368988,0.0002095981,0.0003967785,0.0002669394,0.0002498471,0.0003565287,0.0001804374,0.0000626625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002443928,"about_ca_system_score_gemma":0.0002571557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005172946,"about_ca_topic_score_gemma":0.01444868,"domain_scores_codex":[0.9999484,0.000004862901,0.000003914843,0.00001859816,0.000008797777,0.00001539285],"domain_scores_gemma":[0.9999202,0.00001044133,0.00002097262,0.000005164206,0.00001546131,0.00002769912],"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":[0.0004891533,0.00006883329,0.3246921,0.00009625925,0.00006106625,0.0002514828,0.002510947,0.0002576975,0.6639955,0.00008485506,0.0001168566,0.007375205],"study_design_scores_gemma":[0.000003322715,0.0001183402,0.9904584,0.000007804254,0.00002194268,0.00008490901,0.001046677,0.0004310284,0.00738886,0.00003890886,0.0003916296,0.000008196513],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997628,0.00003176861,0.00004464551,0.000007963246,8.771587e-7,0.000001838345,0.00007862066,0.000002394985,0.00006910085],"genre_scores_gemma":[0.9990097,0.00004772191,0.0003470982,0.00002460438,0.000002388675,0.000007134545,0.0002817638,0.000003144037,0.0002762613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005172946,"threshold_uncertainty_score":0.01028568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01183209809075383,"score_gpt":0.245679296668668,"score_spread":0.2338471985779142,"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."}}