{"id":"W2940459311","doi":"10.1016/j.cell.2019.03.040","title":"Marine DNA Viral Macro- and Microdiversity from Pole to Pole","year":2019,"lang":"en","type":"article","venue":"Cell","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":900,"is_retracted":false,"has_abstract":false,"ca_institutions":"Takuvik Joint International Laboratory; Université Laval","funders":"National Institute of Allergy and Infectious Diseases; Région Bretagne; King Abdullah University of Science and Technology; Centre National de la Recherche Scientifique; European Molecular Biology Laboratory; Gordon and Betty Moore Foundation; Agence Nationale de la Recherche; National Institutes of Health; Helmut Horten Stiftung; National Science Foundation","keywords":"Biology; Biodiversity; Ecosystem; Arctic; Ecology; Genetic diversity; Population; Metagenomics; Human virome; Evolutionary biology; Gene; Genetics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0000761411,0.0001718533,0.0002012717,0.0004315332,0.0006627871,0.0009083447,0.0002877605,0.000540243,0.002553195],"category_scores_gemma":[0.0002697529,0.0001530718,0.0001466082,0.0002223029,0.0003957064,0.0007060593,0.0006878944,0.0006072645,0.000664076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009557747,"about_ca_system_score_gemma":0.0003030635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004336371,"about_ca_topic_score_gemma":0.006701615,"domain_scores_codex":[0.999929,0.000004853355,0.000001957241,0.00002422273,0.00002160119,0.00001846864],"domain_scores_gemma":[0.9998264,0.00001899429,0.00003793606,0.00001358533,0.00004563259,0.00005749255],"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":[0.0002959048,0.000010259,0.01832317,0.00005941623,0.000007985745,0.0002905033,0.0007783222,0.0002385409,0.9553627,0.004015161,0.0003867892,0.02023123],"study_design_scores_gemma":[0.00005520513,0.0008339984,0.5214052,0.0001370226,0.00006719562,0.001974371,0.01234723,0.003092905,0.3645132,0.01008348,0.08541921,0.00007107202],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807137,0.001864709,0.001735443,0.000427689,0.00007986613,0.000004655786,0.000105401,0.00003403231,0.01503459],"genre_scores_gemma":[0.9958308,0.0004893779,0.0004027874,0.00006840276,0.00001679668,0.00000288966,0.00005519812,0.00001007677,0.00312363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004336371,"threshold_uncertainty_score":0.008622229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003481404793821496,"score_gpt":0.1777274360457897,"score_spread":0.1742460312519682,"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."}}