{"id":"W4391810730","doi":"10.3390/biomedicines12020431","title":"Exhaled Breath Analysis Detects the Clearance of Staphylococcus aureus from the Airways of Children with Cystic Fibrosis","year":2024,"lang":"en","type":"article","venue":"Biomedicines","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children","funders":"","keywords":"Cystic fibrosis; Medicine; Staphylococcus aureus; Airway; Electronic nose; Breath gas analysis; Internal medicine; Exhalation; Biomarker; Gastroenterology; Surgery; Anesthesia; Bacteria; Biology","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":[0.00003717273,0.0001474193,0.0002750461,0.0001051745,0.00002658293,0.000008192999,0.0003292847,0.00006690052,0.00001652002],"category_scores_gemma":[0.0000591325,0.00006732291,0.00008467615,0.001406879,0.0003783174,0.00003314735,0.00003414695,0.0001331816,0.000002382965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000196142,"about_ca_system_score_gemma":0.000003984987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001382959,"about_ca_topic_score_gemma":0.00002498122,"domain_scores_codex":[0.9992614,0.00001015944,0.0002078793,0.0001632446,0.0002027686,0.0001545073],"domain_scores_gemma":[0.999117,0.0003386907,0.00004403372,0.0004469896,0.00003175211,0.00002158561],"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":[0.0000547657,0.00001841557,0.01073575,0.0001380303,0.002132715,0.000006703928,0.0004444245,0.0108081,0.9563581,0.00006867419,0.0007034336,0.01853088],"study_design_scores_gemma":[0.0003820966,0.00017161,0.1379915,0.0004026513,0.001457343,0.000003543101,0.0004822175,0.01057303,0.847078,0.000542833,0.000670177,0.0002450356],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836785,0.01144122,0.003993845,0.0001891904,0.00004412623,0.0001473586,0.0001203844,0.0003408843,0.00004451842],"genre_scores_gemma":[0.998817,0.0002266813,0.000828894,0.000009588935,0.00006346098,0.00001247958,0.00001241537,0.00002068766,0.000008741882],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1272557,"threshold_uncertainty_score":0.2745349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004850944191250804,"score_gpt":0.2018460692614714,"score_spread":0.1969951250702205,"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."}}