{"id":"W3193407695","doi":"10.1101/2021.08.23.457348","title":"Viral spillover risk increases with climate change in High Arctic lake sediments","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Climate change; Metagenomics; Glacier; Host (biology); Ecology; Arctic; Range (aeronautics); Biology; Environmental science; Geography; Physical geography","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":[0.0004929789,0.000295183,0.0002359546,0.0008059284,0.0005866446,0.0009721043,0.0001189769,0.0003814788,0.001048154],"category_scores_gemma":[0.001561582,0.000138376,0.0002876132,0.0008374466,0.0002819362,0.0004033198,0.0007285592,0.000335495,0.0001189346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004797088,"about_ca_system_score_gemma":0.0002686962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01397875,"about_ca_topic_score_gemma":0.01031849,"domain_scores_codex":[0.9997548,0.00005838423,0.0000148436,0.00006808203,0.00004623694,0.00005759995],"domain_scores_gemma":[0.9989992,0.0002640708,0.0004371612,0.00005312894,0.0001556269,0.00009075705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000174388,0.00002694017,0.9761121,0.00003527685,0.0001322461,0.0001376629,0.0001960339,0.006663527,0.01237366,0.0001931919,0.0001403222,0.003814609],"study_design_scores_gemma":[0.000004642773,0.00003985833,0.9853534,0.00001076692,0.00004833319,0.00007781787,0.0004653816,0.01041156,0.002904401,0.0003143243,0.000352777,0.00001681221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999131,0.00009488239,0.0003572048,0.00003173056,0.000001715706,0.000001237462,0.0001276516,0.000008838206,0.0002457387],"genre_scores_gemma":[0.9996082,0.00003824694,0.0001641568,0.000007457213,0.000002859819,0.000001208047,0.000124403,0.000002247023,0.0000511188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01397875,"threshold_uncertainty_score":0.02779478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008442148771366943,"score_gpt":0.2068209396529724,"score_spread":0.1983787908816054,"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."}}