{"id":"W4417292616","doi":"10.33540/3324","title":"What goes around comes around","year":2025,"lang":"","type":"dissertation","venue":"","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Resistome; Agriculture; Nexus (standard); Resistance (ecology); Antibiotic resistance; One Health; Transmission (telecommunications); Biosecurity; Mobile genetic elements","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":[0.00326648,0.0008678838,0.0006667528,0.00113186,0.008362648,0.01510805,0.001347325,0.005039553,0.09454422],"category_scores_gemma":[0.008671951,0.0002951779,0.0006580387,0.00117991,0.0074951,0.01221724,0.00672284,0.0068438,0.03798313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003794528,"about_ca_system_score_gemma":0.008912862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00811249,"about_ca_topic_score_gemma":0.01452751,"domain_scores_codex":[0.9961722,0.00135515,0.0001282085,0.0005945582,0.0007658642,0.0009839904],"domain_scores_gemma":[0.9960195,0.0006862091,0.0002303227,0.0003505724,0.0009667142,0.001746571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009221741,0.00006530705,0.00294778,0.0007402793,0.00003613835,0.0008220483,0.009649327,0.00006543997,0.0003558135,0.07880563,0.7243587,0.1820614],"study_design_scores_gemma":[0.000003186123,0.00001675695,0.0005315026,0.0005277551,0.000007501036,0.0002423472,0.008611114,0.00001261246,0.00007698427,0.008237866,0.9817204,0.00001187469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007211205,0.05628451,0.003247396,0.5144804,0.05380483,0.00009796361,0.0009938279,0.0006918727,0.363188],"genre_scores_gemma":[0.1660021,0.07736357,0.00484096,0.3611075,0.01816188,0.0003026164,0.001672185,0.001291706,0.3692575],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09454422,"threshold_uncertainty_score":0.3162819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02730246815750597,"score_gpt":0.3493666071070924,"score_spread":0.3220641389495865,"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."}}