{"id":"W6943914047","doi":"10.17605/osf.io/6nhz7","title":"Molecular Epidemiology of Clinical Infections Caused By Serratia marcescens Complex in a Tertiary Care Hospital System","year":2025,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"Serratia marcescens; Molecular epidemiology; Epidemiology; Cross infection; University hospital; Incidence (geometry)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00228143,0.0002640966,0.0006349137,0.0001009675,0.00006657675,0.00001253893,0.0006552394,0.0004894849,0.002917311],"category_scores_gemma":[0.003022821,0.0002929222,0.0002762483,0.0001629881,0.00033909,0.000009312354,0.0008656893,0.0003252213,0.004964007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010351,"about_ca_system_score_gemma":0.0002274252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002035105,"about_ca_topic_score_gemma":0.0001419766,"domain_scores_codex":[0.9953281,0.00139089,0.001274487,0.001515779,0.0001147123,0.0003759831],"domain_scores_gemma":[0.9968043,0.0002504413,0.0003909498,0.002264155,0.000176553,0.0001135866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006037202,0.0002874382,0.9226605,0.0002951467,0.0001952233,0.00001062367,0.000135924,0.0002674339,0.06734713,0.0003731621,0.007703356,0.0006636461],"study_design_scores_gemma":[0.000969222,0.000007724421,0.9633705,0.0002124668,0.00006247608,0.000005348201,0.0004977066,0.0003309938,0.02555072,0.0001148407,0.008581704,0.000296266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608401,0.00002143576,0.00377886,0.0001700126,0.0003746791,0.0007116017,0.00005122896,0.00003176938,0.03402033],"genre_scores_gemma":[0.9943359,0.00008164997,0.0006127947,0.0001543776,0.00003664077,0.0000587078,0.000165623,0.00002523955,0.004529058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0417964,"threshold_uncertainty_score":0.9999523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408433197561469,"score_gpt":0.3138366660936848,"score_spread":0.2997523341180701,"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."}}