{"id":"W2369784870","doi":"","title":"Research and Application of Viral Metagenomics","year":2015,"lang":"en","type":"article","venue":"Heilongjiang nongye kexue","topic":"Plant Virus Research Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Metagenomics; Biology; Computational biology; Scope (computer science); Virus; Virology; Computer science; Genetics; Gene","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009831343,0.00007466296,0.000148307,0.00002754293,0.0001325963,0.00003312837,0.0002008897,0.00005582798,0.0000138828],"category_scores_gemma":[0.0001433392,0.00002963396,0.00002266296,0.0003124318,0.0002209429,0.00009574721,0.0002072161,0.0001387603,0.00006037279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002866597,"about_ca_system_score_gemma":0.00001392869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009703946,"about_ca_topic_score_gemma":0.0008421349,"domain_scores_codex":[0.9989175,0.0001004538,0.0001410308,0.0002120638,0.0003598233,0.0002691555],"domain_scores_gemma":[0.9992512,0.0002828899,0.00003838034,0.00006515199,0.0002217983,0.0001406062],"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":[0.0001594119,0.0001849341,0.01356309,0.00002853144,0.00004993494,0.00001175464,0.0003865248,0.000007596851,0.9044727,0.004046116,0.007729334,0.06936008],"study_design_scores_gemma":[0.001350574,0.003248656,0.4548673,0.00007260523,0.00003848246,0.00005693993,0.007414792,0.00230789,0.1599045,0.02515971,0.3446365,0.0009420777],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994812,0.0007289405,0.00001291454,0.0007009467,0.00002497296,0.0002336714,0.000115787,0.00002548546,0.003345289],"genre_scores_gemma":[0.9989962,0.0001092814,0.0001890349,0.00002483737,0.0001174504,0.00003005987,0.00003662342,8.062092e-7,0.0004957334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7445682,"threshold_uncertainty_score":0.1466953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1362437747424707,"score_gpt":0.3452551348851868,"score_spread":0.209011360142716,"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."}}