{"id":"W4409781171","doi":"10.1016/j.healun.2025.02.1249","title":"A Combined Spirometry and Oscillometry Measurement Score at 3 Months Post-Transplant is Associated with Chronic Lung Allograft Dysfunction","year":2025,"lang":"en","type":"article","venue":"The Journal of Heart and Lung Transplantation","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Spirometry; Medicine; Lung transplantation; Cardiology; Internal medicine; Lung","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":[0.0008506622,0.0005846839,0.0006772695,0.0009190802,0.0005529104,0.001333107,0.0006291874,0.001253203,0.001666843],"category_scores_gemma":[0.003352647,0.0002870078,0.0009180177,0.001058664,0.0005047144,0.0007656705,0.0008800065,0.001545068,0.0002635213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003980616,"about_ca_system_score_gemma":0.0006511289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002409195,"about_ca_topic_score_gemma":0.003991776,"domain_scores_codex":[0.9990257,0.0002645048,0.0001176592,0.0001533436,0.0001955124,0.0002432198],"domain_scores_gemma":[0.9955168,0.0007582941,0.002413932,0.0001602657,0.0002800745,0.0008705633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001002855,0.00005117164,0.9988727,0.000004760552,0.0000470163,0.00006573125,0.00001565242,0.000012836,0.0001320509,0.00000803323,0.00003086464,0.0006589831],"study_design_scores_gemma":[0.000002353393,0.00007619734,0.9993246,0.000005652025,0.00003511563,0.0002476911,0.00007607209,0.0001292536,0.00003015614,0.00002242694,0.00004670834,0.000003803967],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983611,0.0005756271,0.000103672,0.0001498734,0.00004036074,0.000004729865,0.0001164116,0.000006576582,0.0006417173],"genre_scores_gemma":[0.9994987,0.00009774073,0.00005443676,0.00003229504,0.00004279123,0.000003638008,0.0001179612,0.000001419749,0.0001509654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002409195,"threshold_uncertainty_score":0.005576134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478035980571194,"score_gpt":0.2704291329783082,"score_spread":0.2556487731725963,"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."}}