{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001545415,0.0001140028,0.0001423333,0.00004241631,0.00009467688,0.00002820938,0.0002436514,0.00003845416,0.008159772],"category_scores_gemma":[0.00001047576,0.0001096239,0.00005888292,0.0003151325,0.0002154552,0.0001393467,0.000302539,0.0001491488,0.001098576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000065535,"about_ca_system_score_gemma":0.00001187977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001239359,"about_ca_topic_score_gemma":0.01888518,"domain_scores_codex":[0.9993011,0.0000697098,0.0001564219,0.0001330452,0.00008939725,0.0002502709],"domain_scores_gemma":[0.99962,0.00005824448,0.00005682844,0.0002160833,0.000005759719,0.00004308507],"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":[0.00001232095,0.00008680639,0.02733331,0.000007493197,0.000007938545,0.00001281136,0.001575464,0.00003346583,0.9671314,0.0000405437,0.002332082,0.001426324],"study_design_scores_gemma":[0.001082626,0.0001003412,0.8628403,0.00009222865,0.00002095593,0.00005741365,0.001799719,0.0003839002,0.1011176,0.0004342501,0.03170132,0.0003692842],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966289,0.00001738562,0.0000397096,0.0002291967,0.0001065837,0.0001159559,0.0001599682,0.00005594855,0.002646292],"genre_scores_gemma":[0.9974557,0.00001349229,0.0002291652,0.0001236531,0.00001967303,0.00001056036,0.00009047853,0.00002018723,0.00203716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8660138,"threshold_uncertainty_score":0.9996792,"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."}}