{"id":"W2951404000","doi":"10.1093/ve/vex011","title":"Viral coinfection is shaped by host ecology and virus–virus interactions across diverse microbial taxa and environments","year":2017,"lang":"en","type":"article","venue":"Virus Evolution","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Joint Genome Institute","keywords":"Coinfection; Biology; Host (biology); Ecology; Virus; Taxon; Virology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001263774,0.0002277867,0.0001862101,0.00003711762,0.001717165,0.0002197165,0.0001681061,0.0001545732,0.001609742],"category_scores_gemma":[0.00003268597,0.0002437735,0.00006685549,0.00003878588,0.0006140056,0.001345628,0.0005397373,0.000256538,0.0008831917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004452252,"about_ca_system_score_gemma":0.000006073913,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01807763,"about_ca_topic_score_gemma":0.01182603,"domain_scores_codex":[0.9987069,0.00006390562,0.0002378673,0.0005159539,0.0001004056,0.0003750171],"domain_scores_gemma":[0.9992321,0.00002628836,0.0002692012,0.0003304635,0.000006351679,0.0001355933],"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":[0.00007264403,0.000158565,0.0143641,0.000003500196,0.00002530902,0.000003051367,0.0003675954,0.000002374804,0.9756978,0.000008517589,0.006594733,0.002701869],"study_design_scores_gemma":[0.0008070809,0.000145168,0.8325378,0.00001273101,0.00005477839,0.00007387398,0.00009242159,0.0003881629,0.0511018,0.00003846681,0.1144404,0.000307272],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967845,0.00004199315,0.0005273688,0.0002880306,0.000802415,0.0002700968,0.0006597194,0.00003411613,0.0005917759],"genre_scores_gemma":[0.9957358,0.0003922276,0.0001118747,0.0002998708,0.00009307764,0.00002401883,0.00003629685,0.00002071145,0.003286106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.924596,"threshold_uncertainty_score":0.9998947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01019382382235944,"score_gpt":0.2606388000868746,"score_spread":0.2504449762645152,"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."}}