{"id":"W3094583575","doi":"10.3390/v12111204","title":"Seasonal Regime Shift in the Viral Communities of a Permafrost Thaw Lake","year":2020,"lang":"en","type":"article","venue":"Viruses","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Permafrost; Subarctic climate; Thermokarst; Ecology; Biogeochemical cycle; Environmental science; Arctic; Metagenomics; Biome; Microbial population biology; Phototroph; Biogeochemistry; Archaea; Plankton; Microbial loop; Ecosystem; Biology; Food web","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00006977282,0.0001355424,0.0002295584,0.0006051744,0.0008463871,0.0005094485,0.0001554917,0.0001778211,0.0005661095],"category_scores_gemma":[0.0001480207,0.0001074928,0.0001347628,0.0006055434,0.0003135268,0.0001728807,0.0003126045,0.0001350148,0.00006087559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009456119,"about_ca_system_score_gemma":0.000949057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.142434,"about_ca_topic_score_gemma":0.2604105,"domain_scores_codex":[0.9999284,0.000003946978,0.000002873553,0.00001947061,0.00001543996,0.00002981713],"domain_scores_gemma":[0.9998921,0.00001011959,0.00002166137,0.000002613871,0.00003888431,0.00003463247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003231906,0.00004795973,0.8027839,0.00005734316,0.000058119,0.0001811376,0.002273657,0.0001996505,0.1861132,0.00008347693,0.0001960903,0.007682285],"study_design_scores_gemma":[0.000001550115,0.00002577451,0.9974043,0.000002647172,0.000009469524,0.00002914378,0.0008327959,0.0002079706,0.001222541,0.00001255901,0.0002478492,0.000003312634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996272,0.00003643355,0.00002442236,0.000007443606,6.236593e-7,0.000001895398,0.0001259828,0.00000211043,0.0001739111],"genre_scores_gemma":[0.9992718,0.00004194305,0.0001051374,0.00001855393,0.000001592556,0.000003915546,0.0002818063,0.000001604401,0.0002737757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.142434,"threshold_uncertainty_score":0.2832099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03472044128799381,"score_gpt":0.2595010801147098,"score_spread":0.224780638826716,"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."}}