{"id":"W4388698171","doi":"10.1128/aac.00136-23","title":"Epidemiology and impact of methicillin-sensitive <i>Staphylococcus aureus</i> with β-lactam antibiotic inoculum effects in adults with cystic fibrosis","year":2023,"lang":"en","type":"article","venue":"Antimicrobial Agents and Chemotherapy","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Alberta Health Services; University of Calgary","funders":"Cystic Fibrosis Canada; Alberta Precision Laboratories; Cystic Fibrosis Foundation","keywords":"Cefepime; Cefazolin; Piperacillin/tazobactam; Medicine; Microbiology; Piperacillin; Ceftazidime; Meropenem; Methicillin-resistant Staphylococcus aureus; Staphylococcus aureus; Internal medicine; Tazobactam; Antibiotics; Biology; Antibiotic resistance; Imipenem; Pseudomonas aeruginosa; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004058062,0.0002329814,0.0002619592,0.000683677,0.0004438284,0.0005993342,0.0003401076,0.0005871167,0.001701975],"category_scores_gemma":[0.001498172,0.0002614569,0.000353154,0.0007140628,0.0003779761,0.0005144802,0.0005298925,0.0004929796,0.0002399345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004636136,"about_ca_system_score_gemma":0.0003941491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01142598,"about_ca_topic_score_gemma":0.009354259,"domain_scores_codex":[0.9993891,0.000112636,0.0001000285,0.0001736198,0.0001360036,0.00008857354],"domain_scores_gemma":[0.9985368,0.0001507853,0.0007952731,0.00004594361,0.0001746287,0.0002965314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002236748,0.00001250566,0.9989414,0.00001112159,0.00001016668,0.000124883,0.00006752145,0.00001223377,0.0002322628,0.00001317106,0.00007039229,0.0004820051],"study_design_scores_gemma":[0.000001293977,0.0001023306,0.9987237,0.00001901699,0.000007336264,0.0006500033,0.0002934415,0.00006439627,0.00003640802,0.00000807981,0.00009170012,0.000002324882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990101,0.00034576,0.00003463203,0.00005982292,0.000004327306,0.000008265177,0.0002158326,0.000002791154,0.0003185787],"genre_scores_gemma":[0.9996818,0.0001060512,0.0000347337,0.00003723711,0.000006272578,0.000004170404,0.00008512879,8.514007e-7,0.00004365308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01142598,"threshold_uncertainty_score":0.02271891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01170263251852397,"score_gpt":0.3031512060546169,"score_spread":0.2914485735360929,"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."}}