{"id":"W2417127185","doi":"10.1016/j.dci.2016.06.005","title":"Stress responses sculpt the insect immune system, optimizing defense in an ever-changing world","year":2016,"lang":"en","type":"review","venue":"Developmental & Comparative Immunology","topic":"Invertebrate Immune Response Mechanisms","field":"Immunology and Microbiology","cited_by":63,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Immune system; Fight-or-flight response; Function (biology); Hormone; Biology; Immunology; Organism; Stress (linguistics); Cell biology; Neuroscience; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.002017611,0.001664656,0.004370703,0.003670721,0.001161923,0.0001276472,0.002328137,0.001125728,0.0006584925],"category_scores_gemma":[0.0001231559,0.00110638,0.0006671757,0.00221523,0.0009097306,0.0004304223,0.001408587,0.002149672,0.004595959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00219076,"about_ca_system_score_gemma":0.001478124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176094,"about_ca_topic_score_gemma":0.0003070473,"domain_scores_codex":[0.985024,0.008873348,0.002461761,0.001461006,0.0001673872,0.002012504],"domain_scores_gemma":[0.9949917,0.002182162,0.001280421,0.00128758,0.0001995828,0.00005856072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008732914,0.001924736,0.0001975341,0.007439179,0.01643695,0.001652604,0.04075902,0.00001627197,0.07011335,0.0610875,0.0008319361,0.790808],"study_design_scores_gemma":[0.00353789,0.0005400722,0.0002626635,0.03427189,0.0005180456,0.003504198,0.0122776,0.000008151561,0.02302235,0.00004557056,0.9191516,0.002859985],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006211664,0.9861978,0.0001499262,0.00003271405,0.00285677,0.002609183,0.0002553692,0.0003044065,0.001382179],"genre_scores_gemma":[0.03706333,0.9471686,0.0006516092,0.00009062391,0.00009174979,0.002146572,0.001281785,0.000289429,0.01121629],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9183196,"threshold_uncertainty_score":0.9996101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08159846457316532,"score_gpt":0.3241452168897453,"score_spread":0.24254675231658,"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."}}