{"id":"W3154976971","doi":"10.1099/acmi.0.000224","title":"Purposeful microbiology comment added to urine cultures with Staphylococcus aureus increases orders for follow-up blood cultures","year":2021,"lang":"en","type":"article","venue":"Access Microbiology","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Hamilton Regional Laboratory Medicine Program; McMaster University","funders":"","keywords":"Blood culture; Bacteremia; Staphylococcus aureus; Medicine; Urine; Internal medicine; Sepsis; Bacteriuria; Emergency medicine; Microbiology; Biology; Bacteria; Antibiotics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001805289,0.0003475377,0.0004128917,0.00006812403,0.0002396559,0.0001336467,0.0005930154,0.0003231507,0.000140639],"category_scores_gemma":[0.0004755542,0.0002862763,0.0001557547,0.0001993136,0.0001659996,0.00001273325,0.0004482273,0.000125842,0.00001241153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002440083,"about_ca_system_score_gemma":0.0001718135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000209824,"about_ca_topic_score_gemma":0.002758307,"domain_scores_codex":[0.997843,0.0002220346,0.0004270836,0.0009427854,0.00003367579,0.0005313692],"domain_scores_gemma":[0.9983726,0.00006808653,0.0001842606,0.0006341042,0.0005932783,0.0001476804],"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":[0.0004357889,0.0002880287,0.003947712,0.00004697844,0.0003014713,0.000007304457,0.00007543273,0.00001639778,0.9539715,0.0000720423,0.04058056,0.0002567739],"study_design_scores_gemma":[0.00197788,0.000466327,0.001001349,0.00002167536,0.00009692656,0.00009366177,0.0001649476,7.550257e-7,0.7142004,0.00002542696,0.2815828,0.0003678187],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940829,0.0006609981,0.0006483057,0.002517522,0.0004296797,0.0008628352,0.0006688125,0.00005173991,0.00007720206],"genre_scores_gemma":[0.9801778,0.0000690548,0.003476813,0.006701401,0.0003235351,0.0002634193,0.007713837,0.00004526213,0.001228944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2410023,"threshold_uncertainty_score":0.9999589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01589003830016916,"score_gpt":0.2908200058341064,"score_spread":0.2749299675339373,"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."}}