{"id":"W3133591191","doi":"10.22037/ijpr.2020.112966.14042","title":"Multi-drug resistance of <i>Staphylococcus aureus</i> Strains in Baqiyatallah hospital: a Primary Step Towards Digital Health Biomonitoring Systems.","year":2020,"lang":"en","type":"article","venue":"PubMed","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Staphylococcus aureus; Erythromycin; Antibiotics; Microbiology; Drug resistance; Bacteria; Biology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003212856,0.0001480631,0.000252702,0.00003937727,0.00003768547,0.00008616041,0.0002532612,0.00007436238,8.579935e-7],"category_scores_gemma":[0.000330157,0.0001580289,0.0000740498,0.0001952396,0.00006051919,0.00001698799,0.0001201075,0.00009020093,0.000001423382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005880481,"about_ca_system_score_gemma":0.0001183982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008909898,"about_ca_topic_score_gemma":0.00009588997,"domain_scores_codex":[0.9985099,0.0000725466,0.0005015054,0.0004346781,0.0001559374,0.000325369],"domain_scores_gemma":[0.9991804,0.00001003467,0.0002213796,0.0003102292,0.00008713349,0.0001908418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003269989,0.001041068,0.1157144,0.002937077,0.0001704317,0.00001882491,0.002190548,0.00006636267,0.8140044,0.00005456359,0.008004121,0.05547114],"study_design_scores_gemma":[0.001901894,0.00009058182,0.9439077,0.0000923487,0.00000978555,9.272474e-7,0.0009423099,0.00007894319,0.02734384,0.000004096084,0.02510779,0.0005197271],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948797,0.001257221,0.0005280369,0.00128479,0.0003830245,0.001056046,0.0002289377,0.00004358887,0.0003386179],"genre_scores_gemma":[0.9983302,0.00004886264,0.0006159217,0.0001441216,0.0001972285,0.0001912921,0.0001899877,0.00002274004,0.000259634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8281933,"threshold_uncertainty_score":0.6444232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0242310232666089,"score_gpt":0.2410850685906967,"score_spread":0.2168540453240878,"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."}}