{"id":"W4408285692","doi":"10.36416/1806-3756/e20250015","title":"The laboratory of lung function in the follow-up of lung transplant recipients","year":2025,"lang":"en","type":"article","venue":"Jornal Brasileiro de Pneumologia","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Lung function; Lung transplantation; Lung; Internal medicine","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":[0.001532458,0.0004541715,0.000807494,0.001818707,0.0006065296,0.001556625,0.0005012376,0.0006275531,0.0007806416],"category_scores_gemma":[0.00378808,0.0001799679,0.0005157824,0.001608161,0.0003052572,0.0004907196,0.0005074585,0.0009363738,0.0001885765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006433493,"about_ca_system_score_gemma":0.001114243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005272113,"about_ca_topic_score_gemma":0.00425891,"domain_scores_codex":[0.9987543,0.0005400815,0.0001350448,0.0001089079,0.0002578299,0.0002038636],"domain_scores_gemma":[0.9983208,0.0004421978,0.0005569991,0.0001242769,0.0002884356,0.0002673115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002674137,0.0001778638,0.9928167,0.00004114676,0.00003793916,0.0001750988,0.0001120662,0.00002782799,0.0002538798,0.0000516483,0.0001595394,0.005878917],"study_design_scores_gemma":[0.0000189368,0.0005842432,0.9954136,0.0001152337,0.0001280084,0.0009503851,0.0006338478,0.000375912,0.0006639112,0.0001880199,0.0009152678,0.00001267495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858269,0.009521019,0.0006258899,0.0004888061,0.00009677322,0.00003939895,0.0004960382,0.00001534758,0.002889834],"genre_scores_gemma":[0.9971374,0.001694504,0.0002986826,0.0001045587,0.00008735547,0.00002682819,0.0003024932,0.000003191033,0.0003449281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005272113,"threshold_uncertainty_score":0.01048285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01635987948486846,"score_gpt":0.3171948221222942,"score_spread":0.3008349426374257,"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."}}