{"id":"W4285012100","doi":"10.20944/preprints202207.0149.v1","title":"Molecular and Source-Specific Profiling of Hospital <i>Staphylococcus Aureus</i> Reveal Dominance of Skin Infection and Age-Specific Selections in Pediatrics and Geriatrics","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; McGill University","funders":"","keywords":"Medicine; Staphylococcus aureus; Intensive care unit; Pneumonia; Pandemic; Population; Internal medicine; Epidemiology; Skin infection; Sepsis; Pediatrics; Intensive care medicine; Coronavirus disease 2019 (COVID-19); Infectious disease (medical specialty); Disease; Biology; Bacteria","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":[0.0002042423,0.0002007211,0.0001821011,0.00110132,0.0001521125,0.0004844878,0.0001196248,0.000286807,0.00143355],"category_scores_gemma":[0.0006640023,0.0001029153,0.0002442275,0.0007982905,0.0001535355,0.0002145616,0.0002373848,0.0002502836,0.0005546514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359213,"about_ca_system_score_gemma":0.0001612408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002364882,"about_ca_topic_score_gemma":0.002780933,"domain_scores_codex":[0.9997584,0.00003115592,0.00003195718,0.0000577831,0.00005828436,0.00006243762],"domain_scores_gemma":[0.9995348,0.00006199366,0.0001861404,0.00002051823,0.0001219182,0.00007468399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001643626,0.00005176261,0.8914213,0.00007336114,0.0000286097,0.0007438374,0.0004055939,0.00007170021,0.09615652,0.00008233054,0.0004448808,0.01035575],"study_design_scores_gemma":[0.000001694379,0.000142958,0.9832863,0.00002193706,0.00002754683,0.001265045,0.0005668848,0.0001976372,0.01304715,0.00004299634,0.001393674,0.000006257706],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958076,0.0007245321,0.000460023,0.0000854845,0.000009940847,0.00001484306,0.001394036,0.00001594947,0.001487548],"genre_scores_gemma":[0.9967504,0.0004805651,0.0007686043,0.0001070421,0.00001059989,0.000009635599,0.001109645,0.000007784311,0.0007557759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002364882,"threshold_uncertainty_score":0.00479573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02721097973054243,"score_gpt":0.2820862768283448,"score_spread":0.2548752970978023,"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."}}