{"id":"W4393377214","doi":"10.1128/jcm.01445-23","title":"Automated detection of methicillin-resistant <i>Staphylococcus aureus</i> with the MRSA CHROM imaging application on BD Kiestra Total Lab Automation System","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Electricity Association","funders":"BD","keywords":"Chromogenic; Staphylococcus aureus; Methicillin-resistant Staphylococcus aureus; Microbiology; Micrococcaceae; Medicine; Laboratory automation; Tertiary care; Surgery; Antibacterial agent; Automation; Biology; Bacteria; Chromatography; Chemistry; Antibiotics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001941243,0.0001337391,0.000315186,0.00007029881,0.00007373423,0.00004525394,0.0001963662,0.0002093054,0.000004060314],"category_scores_gemma":[0.000391259,0.00008370159,0.0001989817,0.0001540213,0.0001922313,0.00001062,0.00003526542,0.0003238365,0.000007563076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000378537,"about_ca_system_score_gemma":0.0001757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001365503,"about_ca_topic_score_gemma":0.00002924299,"domain_scores_codex":[0.9979923,0.0004580427,0.001068147,0.0002676699,0.00007564363,0.0001381871],"domain_scores_gemma":[0.9982221,0.0003296153,0.0007379464,0.0002780216,0.0003817915,0.00005048866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003010579,0.0000623384,0.0001715304,0.00008145558,0.0001125663,0.000002916415,0.00003686381,0.0001392085,0.9947898,0.00008385922,0.0004628345,0.003755607],"study_design_scores_gemma":[0.001297899,0.002005383,0.01800875,0.0004261777,0.0002679976,0.0001644014,0.0005427365,0.00834027,0.9473724,0.00003401458,0.02123179,0.0003081826],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989828,0.000355296,0.007705798,0.001108904,0.0006662928,0.000198312,0.00003107973,0.00005816807,0.00004817851],"genre_scores_gemma":[0.9989043,0.00002096362,0.0004032056,0.0001368915,0.000449396,0.000005555964,0.00003930043,0.00001577708,0.00002456705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04741737,"threshold_uncertainty_score":0.3413252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497392157083213,"score_gpt":0.3090747915272611,"score_spread":0.294100869956429,"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."}}