{"id":"W4408455202","doi":"10.1093/ofid/ofaf128","title":"Toward Relationality in Infectious Disease Research","year":2025,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assembly of First Nations","funders":"National Institute of Nursing Research; National Institute on Aging","keywords":"Medicine; Infectious disease (medical specialty); Pathogenic organism; Disease; Gerontology; Virology; Intensive care medicine; Pathology; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000914856,0.0002253625,0.0004564686,0.0006733893,0.0004036174,0.0002953411,0.0003240714,0.0001131496,0.001241869],"category_scores_gemma":[0.002375046,0.0002119042,0.0001810368,0.001666775,0.0002193848,0.0004616061,0.0005198548,0.0004782134,0.0001792776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006743624,"about_ca_system_score_gemma":0.003356559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002719231,"about_ca_topic_score_gemma":0.0004541563,"domain_scores_codex":[0.9971309,0.0004014265,0.0005238695,0.0006317567,0.0005480952,0.0007639795],"domain_scores_gemma":[0.997497,0.000448115,0.00007491259,0.0007081809,0.0003827004,0.0008890437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004683367,0.001744169,0.7312412,0.0003271615,0.00006549431,0.00009764149,0.00004220836,0.00005427893,0.000001038183,0.2346214,0.02038438,0.01095276],"study_design_scores_gemma":[0.00330554,0.0002023764,0.729419,0.0003995743,0.00009828295,0.000008596393,0.0002705133,0.0003315721,0.0000021998,0.2269393,0.03882184,0.0002011917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2521262,0.001296449,0.0001930423,0.01956326,0.0005386329,0.003066598,0.0001489811,0.0002248769,0.722842],"genre_scores_gemma":[0.9906889,0.0001337468,0.00001989497,0.004553238,0.00008885615,0.0005069643,0.0002057774,0.00002810251,0.003774529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7385627,"threshold_uncertainty_score":0.9996711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06409571833627709,"score_gpt":0.4225057779539052,"score_spread":0.3584100596176281,"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."}}