{"id":"W4382055939","doi":"10.7554/elife.86617.3.sa0","title":"eLife assessment: A billion years arms-race between viruses, virophages, and eukaryotes","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Race (biology); Arms race; Biology; Geography; Genealogy; History; Economic history; Paleontology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0440286,0.001308946,0.002022971,0.00635751,0.005290887,0.01336209,0.00503901,0.00653341,0.0954276],"category_scores_gemma":[0.1348823,0.0009907986,0.001581237,0.003898387,0.003684734,0.008348007,0.0118862,0.005410132,0.04918734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004615566,"about_ca_system_score_gemma":0.03652195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01330632,"about_ca_topic_score_gemma":0.03343906,"domain_scores_codex":[0.9533541,0.007614767,0.001930791,0.002113282,0.0309074,0.004079694],"domain_scores_gemma":[0.7828821,0.03117541,0.00989163,0.01178245,0.1454876,0.0187809],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000133765,0.00002305239,0.0009778687,0.0006568015,0.00007542106,0.0001260365,0.0001843967,0.0001032775,0.0004081004,0.004417093,0.9329066,0.05998753],"study_design_scores_gemma":[0.00002899998,0.00002020825,0.001336547,0.0006896197,0.00004821869,0.00005770146,0.000339373,0.0002171473,0.0006463912,0.005087357,0.9914983,0.00003013164],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.006928032,0.02296253,0.02212766,0.5842321,0.13707,0.00123974,0.02294947,0.009892425,0.192598],"genre_scores_gemma":[0.06088922,0.03921345,0.06719223,0.1389113,0.05443519,0.002328627,0.04128801,0.008256223,0.5874857],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9559714,"threshold_uncertainty_score":0.3192371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03840255717781283,"score_gpt":0.3346798280034322,"score_spread":0.2962772708256193,"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."}}