{"id":"W4404055412","doi":"10.1101/2024.11.05.622165","title":"Ecological Determinants of Altruism in Prokaryote Antivirus Defense","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"U.S. National Library of Medicine; National Institutes of Health","keywords":"Biology; Prokaryote; Immunity; Evolutionary biology; Population; Lytic cycle; Immune system; Virus; Virology; Genetics; Bacteria","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":[0.0004116269,0.0002133865,0.0002950887,0.0003157567,0.0004007402,0.001003144,0.0002179088,0.0006428902,0.001030706],"category_scores_gemma":[0.001673765,0.0001910116,0.0002313218,0.0002214956,0.0009641181,0.0006692169,0.0007676058,0.0004267862,0.0002057322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008431058,"about_ca_system_score_gemma":0.0004829247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005890513,"about_ca_topic_score_gemma":0.0005925609,"domain_scores_codex":[0.9997287,0.00009167605,0.00001416558,0.00005424462,0.00005046033,0.00006069689],"domain_scores_gemma":[0.9991763,0.0003242775,0.000227288,0.00006656043,0.00005046199,0.000154994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003770764,0.0001543835,0.1222854,0.0003380242,0.00009696266,0.0008845097,0.0006231962,0.1286431,0.55441,0.1665452,0.001105107,0.02453705],"study_design_scores_gemma":[0.00006642065,0.0003172556,0.2434299,0.00004354939,0.00007481411,0.001228792,0.001173549,0.4900945,0.06702428,0.1916553,0.004749664,0.0001420471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986033,0.0002407955,0.009457568,0.0003141107,0.000006968291,0.000004688947,0.00005058686,0.00003846864,0.003853835],"genre_scores_gemma":[0.998624,0.0000767822,0.001056051,0.00001702929,0.000003269995,0.00000411576,0.00001716086,0.000005649301,0.000196085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001030706,"threshold_uncertainty_score":0.006117225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049806282486896,"score_gpt":0.2398225921335505,"score_spread":0.2293245293086815,"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."}}