{"id":"W2804210381","doi":"10.1097/mot.0000000000000543","title":"Early diagnosis of fungal infections in lung transplant recipients, colonization versus invasive disease?","year":2018,"lang":"en","type":"review","venue":"Current Opinion in Organ Transplantation","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Intensive care medicine; Medicine; Fungal disease; Disease; Antifungal; Colonization; Aspergillosis; Lung transplantation; Antifungal drugs; Lung; Disease control; Pathology; Immunology; Internal medicine; Biology; Dermatology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003036466,0.0003820026,0.001073367,0.0007406211,0.0000662975,0.00001789526,0.0001398452,0.0002858157,0.0001024352],"category_scores_gemma":[0.0001920036,0.0003639904,0.0003016855,0.001233918,0.0001294919,0.0001979332,0.00001111898,0.0004851161,0.00002648753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004323178,"about_ca_system_score_gemma":0.0007491265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004788045,"about_ca_topic_score_gemma":0.0002736847,"domain_scores_codex":[0.9972277,0.0002940106,0.001155211,0.00058764,0.0004064837,0.0003289036],"domain_scores_gemma":[0.9984936,0.0005187152,0.0003573748,0.0003142715,0.0001583803,0.0001577162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001249697,0.001006775,0.8621706,0.1003243,0.00009345161,0.00001604305,0.001184126,0.000004040463,9.85165e-7,0.0001257835,0.0001859905,0.03363824],"study_design_scores_gemma":[0.005935124,0.0007497104,0.7561522,0.2088771,0.002234226,0.00001819452,0.00004693995,0.00002478411,0.00002194201,0.0000263328,0.02517177,0.000741624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04761902,0.9445538,0.0003397639,0.00002220701,0.004251728,0.002185128,0.0009466194,0.00004311789,0.00003862177],"genre_scores_gemma":[0.08175163,0.9133382,0.00001731179,0.000001921446,0.0002318918,0.0002651366,0.004344047,0.00004271662,0.000007167572],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1085529,"threshold_uncertainty_score":0.9998812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08130270215791867,"score_gpt":0.3855801267884494,"score_spread":0.3042774246305307,"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."}}