{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009965511,0.0001046192,0.0002516701,0.0001750622,0.00005416528,0.00007168481,0.0000858163,0.00006655174,0.0001636571],"category_scores_gemma":[0.0005976414,0.00009018064,0.00004923302,0.000374262,0.00001443746,0.0004617622,0.00001939507,0.0001980985,0.00001117022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005427891,"about_ca_system_score_gemma":0.0001233522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000522987,"about_ca_topic_score_gemma":0.0005076526,"domain_scores_codex":[0.9987124,0.0000761303,0.0006552417,0.0002741514,0.0001315683,0.000150483],"domain_scores_gemma":[0.9987823,0.0004425328,0.0005019568,0.0001866962,0.00004701295,0.00003945868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001195044,0.0001115792,0.9775349,0.0005049966,0.00003016391,0.0005709919,0.0003079604,0.000008237213,0.002803842,0.0001304036,0.0001048958,0.016697],"study_design_scores_gemma":[0.0009568739,0.00003844704,0.9937121,0.0006528809,0.0002475732,0.00008575327,0.0002145038,0.0002822147,0.0009927207,0.0002747639,0.002450148,0.00009198237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8554054,0.0006832381,0.007200308,0.007427044,0.000607555,0.00171205,0.0000122934,0.00008677357,0.1268654],"genre_scores_gemma":[0.981039,0.0001434521,0.01025614,0.001355185,0.00006788042,0.0001416055,0.00006692301,0.00001176466,0.006918045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1256336,"threshold_uncertainty_score":0.367746,"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."}}