{"id":"W4412816951","doi":"10.1016/j.jhlto.2025.100347","title":"Worldwide practices in pulmonary function test reporting after lung transplantation","year":2025,"lang":"en","type":"article","venue":"JHLT Open","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; University of Alberta","funders":"","keywords":"Lung transplantation; Pulmonary function testing; Transplantation; Medicine; Test (biology); Lung function; Lung; Intensive care medicine; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04003934,0.0003387341,0.0003626732,0.002944111,0.0007145396,0.002244574,0.001816154,0.0008298932,0.002406217],"category_scores_gemma":[0.07768177,0.0002486287,0.000438254,0.003363264,0.001400044,0.001732622,0.003725322,0.0009215601,0.0007816439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001512681,"about_ca_system_score_gemma":0.002367904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007263497,"about_ca_topic_score_gemma":0.006754234,"domain_scores_codex":[0.9467345,0.03271398,0.00783841,0.004302782,0.006645689,0.001764575],"domain_scores_gemma":[0.8955044,0.03811963,0.03713418,0.008811551,0.01607229,0.004357961],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007986675,0.00005857325,0.910732,0.0003718403,0.00006011545,0.0002036652,0.006618683,0.0001919281,0.0008274866,0.0005633104,0.005186104,0.07510639],"study_design_scores_gemma":[0.00002029991,0.0002595808,0.9532403,0.002105896,0.00004769099,0.001786921,0.01526214,0.00106608,0.001811143,0.0007174634,0.02359703,0.00008542492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302052,0.01171199,0.008290958,0.02121847,0.0005575501,0.0003250141,0.001900519,0.0003284334,0.02546186],"genre_scores_gemma":[0.9883977,0.002710859,0.00410503,0.002902068,0.0001585011,0.0001525015,0.0008752705,0.00006200175,0.0006361333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9599606,"threshold_uncertainty_score":0.2117508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05268706772147479,"score_gpt":0.4219854022303341,"score_spread":0.3692983345088593,"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."}}