{"id":"W4225815209","doi":"10.1093/icb/icac024","title":"The Integrated Defense System: Optimizing Defense against Predators, Pathogens, and Poisons","year":2022,"lang":"en","type":"article","venue":"Integrative and Comparative Biology","topic":"Insect symbiosis and bacterial influences","field":"Agricultural and Biological Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Defence mechanisms; Function (biology); Stressor; Immune system; Resource (disambiguation); Flexibility (engineering); Predation; Ecology; Immunology; Neuroscience; Evolutionary biology; Computer science; Gene; Genetics","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":[0.0003221001,0.0004734744,0.0003563715,0.0004288013,0.0004916089,0.0009481609,0.0002818561,0.0005357042,0.0007140202],"category_scores_gemma":[0.0001612373,0.0001492048,0.0002225375,0.0002779334,0.0008998347,0.001058602,0.0007565485,0.0004518438,0.0001691059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005289115,"about_ca_system_score_gemma":0.0005181928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001000104,"about_ca_topic_score_gemma":0.001058431,"domain_scores_codex":[0.9997653,0.00004828678,0.000008148464,0.00007405403,0.00005095681,0.00005323042],"domain_scores_gemma":[0.9998393,0.00001310696,0.00005807323,0.00001109754,0.00002562979,0.00005276103],"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":[0.0001753297,0.00005206203,0.01105542,0.0002618756,0.000049036,0.0002532506,0.0004237058,0.0006069805,0.9521102,0.00535459,0.0004605322,0.02919697],"study_design_scores_gemma":[0.0001288536,0.002944447,0.6214014,0.0002650577,0.0003129461,0.003041554,0.002839472,0.01382924,0.2921794,0.01573622,0.04717538,0.0001460549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9543021,0.0171247,0.01617924,0.001166171,0.00008566756,0.00004043922,0.0001234796,0.0001865059,0.01079166],"genre_scores_gemma":[0.987049,0.002722839,0.007954146,0.000233076,0.00002943235,0.00001854185,0.00005525311,0.00001158975,0.001926229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001000104,"threshold_uncertainty_score":0.003837585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03483317791622531,"score_gpt":0.2457658341276194,"score_spread":0.2109326562113941,"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."}}