{"id":"W3025334295","doi":"10.2139/ssrn.3498431","title":"Search and Contain: Centralised Prospective Genomic and Epidemiological Surveillance for the Identification and Control of Carbapenemase-Producing <i> Enterobacterales</i> Transmission","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Mycobacterium research and diagnosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Identification (biology); Transmission (telecommunications); Epidemiology; Control (management); Medicine; Business; Computer science; Biology; Internal medicine; Telecommunications","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":[0.004556983,0.0008576388,0.0009977758,0.005325214,0.0006602861,0.001995593,0.001901476,0.001312043,0.03780173],"category_scores_gemma":[0.01104432,0.0005022446,0.0004874121,0.002058151,0.0005035109,0.001864997,0.003413595,0.0008962158,0.01178267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096237,"about_ca_system_score_gemma":0.003794378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005645933,"about_ca_topic_score_gemma":0.004991656,"domain_scores_codex":[0.9978806,0.0006772559,0.0003051543,0.0005182104,0.0003220153,0.0002968304],"domain_scores_gemma":[0.9852541,0.003820529,0.002704719,0.001694156,0.002909079,0.003617513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005504711,0.000727216,0.2554786,0.002125258,0.0002922649,0.001170852,0.00126373,0.001375927,0.01210441,0.002795904,0.2962034,0.4209577],"study_design_scores_gemma":[0.001759651,0.003009339,0.6316012,0.002538847,0.0005371185,0.003101625,0.001970312,0.01786192,0.02181456,0.005370064,0.3101972,0.0002381488],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3767831,0.01357499,0.09080068,0.0189433,0.002469766,0.01545176,0.2907751,0.03717903,0.1540223],"genre_scores_gemma":[0.76127,0.003850547,0.06518812,0.01102613,0.002449224,0.004380553,0.1086585,0.00252866,0.04064833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03780173,"threshold_uncertainty_score":0.1264593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217832281643757,"score_gpt":0.2673694970133449,"score_spread":0.2551911741969073,"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."}}