{"id":"W2039545947","doi":"10.1128/jcm.03088-12","title":"Multilaboratory Study of the Biomic Automated Well-Reading Instrument versus MicroScan WalkAway for Reading MicroScan Antimicrobial Susceptibility and Identification Panels","year":2013,"lang":"en","type":"article","venue":"Journal of Clinical Microbiology","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand River Hospital","funders":"","keywords":"Gram; Microbiology; Gram-positive bacteria; Biology; Antimicrobial; Bacteria; Gram-negative bacteria; Escherichia coli; Genetics","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":[0.08552724,0.00084931,0.000662228,0.001942294,0.000825787,0.002452034,0.002302427,0.00176221,0.001931621],"category_scores_gemma":[0.2119292,0.001345682,0.0007053225,0.001353674,0.001833493,0.002183499,0.002984799,0.001634509,0.001452173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121218,"about_ca_system_score_gemma":0.0009500743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487192,"about_ca_topic_score_gemma":0.001936826,"domain_scores_codex":[0.8836896,0.06070687,0.006863383,0.01606144,0.03047198,0.002206616],"domain_scores_gemma":[0.6945902,0.224871,0.02614972,0.01951312,0.0322115,0.002664555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.03478728,0.002056586,0.8094037,0.0007976575,0.001673558,0.0004233063,0.005562699,0.002971629,0.04968088,0.0009174932,0.001181368,0.09054385],"study_design_scores_gemma":[0.0005765947,0.04109346,0.8436512,0.0002251792,0.00100969,0.002005122,0.00158445,0.01991534,0.08247992,0.0006571003,0.006567555,0.0002343048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741327,0.001392178,0.01976128,0.0001565392,0.000294022,0.0002865385,0.0002054457,0.0001747157,0.003596534],"genre_scores_gemma":[0.9878479,0.0001249621,0.01038423,0.0001643023,0.00008994679,0.0001331356,0.0003418506,0.0001110556,0.0008025476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08552724,"threshold_uncertainty_score":0.4523167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04179501680538904,"score_gpt":0.3519215641251134,"score_spread":0.3101265473197244,"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."}}