{"id":"W4410273803","doi":"10.1164/ajrccm.2025.211.abstracts.a5118","title":"Intrabreath Oscillometry (IBO) vs. Spectral Oscillometry (SO) in Detecting Respiratory Disease in Patients Undergoing Hematopoietic Stem Cell Transplantation (HSCT)","year":2025,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Wireless Body Area Networks","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hematopoietic stem cell transplantation; Cardiology; Internal medicine; Transplantation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006090911,0.0002875197,0.0006794015,0.001097154,0.00008999818,0.0000352712,0.0001969495,0.00009111875,0.00001102575],"category_scores_gemma":[0.0002625648,0.0002657972,0.00007912784,0.001345355,0.0005184271,0.0002482469,0.00002540894,0.0008204207,6.931411e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003484522,"about_ca_system_score_gemma":0.0001634701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001362382,"about_ca_topic_score_gemma":0.00004947696,"domain_scores_codex":[0.9975933,0.0002644937,0.0009481641,0.0002791556,0.00045054,0.0004643248],"domain_scores_gemma":[0.9983538,0.0008342063,0.0001206058,0.0001910035,0.0001530691,0.0003473354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006846733,0.0001173363,0.9113342,0.002136279,0.00003405935,0.0008006829,0.0031043,0.00296221,0.0005745401,0.0003446563,0.00005082884,0.07785627],"study_design_scores_gemma":[0.007823402,0.004546764,0.9610163,0.006489003,0.0003392508,0.0000257238,0.01525673,0.0007426444,0.002177088,0.0003519533,0.0004013794,0.0008297694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900355,0.007083542,0.001717485,0.0001209445,0.0004211937,0.0001426505,0.000006819972,0.00003805434,0.0004338001],"genre_scores_gemma":[0.9988494,0.0001881816,0.00008588823,0.0006663713,0.0001664389,0.000006533071,0.000001743059,0.00003381262,0.000001664808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07702649,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006479761863899223,"score_gpt":0.2417464848001631,"score_spread":0.2352667229362639,"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."}}