{"id":"W4210937574","doi":"10.1038/s41598-022-05994-2","title":"Volatile organic compound profiling to explore primary graft dysfunction after lung transplantation","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"U.S. National Library of Medicine; National Institutes of Health; Cystic Fibrosis Foundation; Cystic Fibrosis Trust; Université de Liège; European Commission; Dartmouth College","keywords":"Lung transplantation; Profiling (computer programming); Lung; Transplantation; Medicine; Primary (astronomy); Bioinformatics; Surgery; Internal medicine; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005528859,0.0003084786,0.0004998551,0.0007398764,0.000193847,0.000714025,0.0001526082,0.00029059,0.0005018627],"category_scores_gemma":[0.0008879923,0.00007993571,0.0002043037,0.000643321,0.0002075278,0.0002649197,0.0003791279,0.0003807235,0.0001253354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002252571,"about_ca_system_score_gemma":0.0003502931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009899603,"about_ca_topic_score_gemma":0.001471864,"domain_scores_codex":[0.9997628,0.00005741816,0.00002192119,0.00005073871,0.00006281165,0.00004431869],"domain_scores_gemma":[0.9995385,0.0001445466,0.0001354335,0.00002885002,0.00007578213,0.00007685822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001480665,0.0002392146,0.8721156,0.0001045904,0.0001147848,0.0002365296,0.0001058307,0.001224402,0.06641284,0.00007254472,0.0001746992,0.05771836],"study_design_scores_gemma":[0.00001916583,0.001859416,0.9581261,0.00003080427,0.0001184538,0.0007531308,0.0004070569,0.01082155,0.02674678,0.000303017,0.00079196,0.00002250063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948237,0.001112856,0.003266112,0.00005684682,0.000016329,0.00003038998,0.0002908344,0.00003435003,0.0003685816],"genre_scores_gemma":[0.9975746,0.0003804828,0.001594712,0.00004446524,0.0000160034,0.00001097549,0.000238528,0.000003776821,0.0001364375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009899603,"threshold_uncertainty_score":0.002924025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.027526279572448,"score_gpt":0.2921333880522671,"score_spread":0.2646071084798191,"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."}}