{"id":"W2544705402","doi":"10.1038/nmicrobiol.2016.205","title":"Environmental microbiology: Viral diversity on the global stage","year":2016,"lang":"en","type":"article","venue":"Nature Microbiology","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Institute for Advanced Research; University of British Columbia","funders":"","keywords":"Biogeochemical cycle; Microbiome; Diversity (politics); Stage (stratigraphy); Biology; Biodiversity; Human virome; Ecology; Metagenomics; Gene; Political science; 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":[0.000837795,0.0003466227,0.0005797526,0.0007526464,0.000601959,0.003078071,0.000287275,0.001083216,0.00398289],"category_scores_gemma":[0.0005079563,0.0001566752,0.000235377,0.00113564,0.001762236,0.003335057,0.001805216,0.001539617,0.000370842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001237026,"about_ca_system_score_gemma":0.0008308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009560812,"about_ca_topic_score_gemma":0.002306542,"domain_scores_codex":[0.9996589,0.00007005542,0.0000121054,0.0000678174,0.00009547629,0.00009556155],"domain_scores_gemma":[0.9996561,0.00006851578,0.00004696696,0.00004064997,0.00006711628,0.0001207174],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004285062,0.0001226575,0.06146628,0.001293662,0.0001767217,0.0008372552,0.002388314,0.003485524,0.2972432,0.1682182,0.01346557,0.4508742],"study_design_scores_gemma":[0.00003241797,0.0007597255,0.2539912,0.001080433,0.0001304258,0.002890985,0.0100242,0.00372556,0.02943846,0.164599,0.5331802,0.0001474326],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5643601,0.3072433,0.0183572,0.03639001,0.002068475,0.00003667023,0.0005180474,0.0002150723,0.07081107],"genre_scores_gemma":[0.9257464,0.05810853,0.002560204,0.002455087,0.001057154,0.00001344294,0.0001584149,0.00003885585,0.009862029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00398289,"threshold_uncertainty_score":0.01332414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004675578931444062,"score_gpt":0.2063381312910903,"score_spread":0.2016625523596463,"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."}}