{"id":"W1963641561","doi":"10.1097/01.rti.0000213552.16011.ad","title":"Pulmonary Invasive Aspergillosis and Candidiasis in Immunocompromised Patients","year":2006,"lang":"en","type":"article","venue":"Journal of Thoracic Imaging","topic":"Antifungal resistance and susceptibility","field":"Medicine","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver General Hospital","funders":"","keywords":"Halo sign; Medicine; Aspergillosis; Mycosis; Bronchoalveolar lavage; Pathology; Radiology; Differential diagnosis; Lung; Computed tomography; Internal medicine; Surgery; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003674872,0.0001053544,0.0003168967,0.0002007812,0.00004890268,0.00002761371,0.00005999814,0.00003186516,0.00002420209],"category_scores_gemma":[0.0001655084,0.00008433607,0.00009831783,0.0001587838,0.00006481355,0.0002956746,0.00002717192,0.0002433692,0.000002076531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001415082,"about_ca_system_score_gemma":0.000102898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001625557,"about_ca_topic_score_gemma":0.00002535437,"domain_scores_codex":[0.9989268,0.00005535426,0.0004643037,0.0001228136,0.000252262,0.0001784212],"domain_scores_gemma":[0.9993089,0.00007966517,0.0002244506,0.0001131316,0.0002036935,0.00007012471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000531072,0.0002004072,0.9506639,0.00009351513,0.00001495994,0.0003439006,0.00008464111,0.000002649052,0.01535389,0.000002714329,0.00009068511,0.03261764],"study_design_scores_gemma":[0.0007058408,0.00006010168,0.9919059,0.0004333855,0.0000594348,0.0001699535,0.0003292347,0.00008781751,0.005863358,0.0002253622,0.00007725055,0.00008235095],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994894,0.002329005,0.00003508596,0.0004754324,0.0000799334,0.0001257115,0.000001918544,0.000005013872,0.002053861],"genre_scores_gemma":[0.9987276,0.0001775442,0.0007638379,0.0001325024,0.00008409642,0.000001197191,0.000003283013,0.00001141226,0.0000984822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04124198,"threshold_uncertainty_score":0.3439125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006148221830265259,"score_gpt":0.2725041925667888,"score_spread":0.2663559707365236,"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."}}