{"id":"W4386084752","doi":"10.1111/tid.14136","title":"Systematic fungal biomarker or polymerase chain reaction testing in lung transplant recipients: Retrospective analysis to optimize their use","year":2023,"lang":"en","type":"article","venue":"Transplant Infectious Disease","topic":"Pneumocystis jirovecii pneumonia detection and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Pneumocystis jirovecii; Internal medicine; Galactomannan; Pneumonia; Aspergillosis; Gastroenterology; Immunology","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":[0.003093562,0.0003006502,0.0004149628,0.002207765,0.0002982103,0.0007437628,0.0004186338,0.0002831287,0.001056449],"category_scores_gemma":[0.006137566,0.0002555453,0.0005639851,0.002409514,0.0003713031,0.0005593917,0.0004620913,0.0003312114,0.0002410537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003308062,"about_ca_system_score_gemma":0.0007484069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001400295,"about_ca_topic_score_gemma":0.001845403,"domain_scores_codex":[0.9964331,0.0008919833,0.001037827,0.0005532527,0.0008362551,0.0002475451],"domain_scores_gemma":[0.9890805,0.00230434,0.006005303,0.0007256145,0.001406563,0.0004776455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003150462,0.00000634063,0.9990013,0.00002167659,0.00002327913,0.00006272102,0.00001593545,0.00001230979,0.00007005849,0.000007797339,0.00004514236,0.0007019958],"study_design_scores_gemma":[0.000007250299,0.0001448455,0.9964921,0.00007754605,0.00009067306,0.001497162,0.000281498,0.0003745599,0.0003553388,0.00001996309,0.0006525768,0.000006475826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938189,0.003282622,0.0005486062,0.00005908239,0.00001869379,0.00007646829,0.001351548,0.00001171245,0.0008322515],"genre_scores_gemma":[0.9981539,0.0005924971,0.0003655467,0.00004444789,0.00001883523,0.0000388992,0.0007389279,0.000003824183,0.00004319737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003093562,"threshold_uncertainty_score":0.01636046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02917441474952032,"score_gpt":0.2725394458983974,"score_spread":0.2433650311488771,"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."}}