{"id":"W4390613200","doi":"10.1177/17534666231221750","title":"Referral rates and barriers to lung transplantation based on pulmonary function criteria in interstitial lung diseases: a retrospective cohort study","year":2024,"lang":"en","type":"article","venue":"Therapeutic Advances in Respiratory Disease","topic":"Transplantation: Methods and Outcomes","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; DLCO; Interquartile range; Referral; Lung transplantation; Interstitial lung disease; Pulmonary function testing; Retrospective cohort study; Vital capacity; Internal medicine; Cohort; Idiopathic pulmonary fibrosis; Transplantation; Lung; Surgery; Diffusing capacity; Lung function","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":[0.002125686,0.000388836,0.0007508687,0.001775578,0.0007089005,0.001243148,0.0007444368,0.000797613,0.001745067],"category_scores_gemma":[0.004417907,0.0006689554,0.00100099,0.002103332,0.000504981,0.001066508,0.000969274,0.0007898483,0.0003422377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006467276,"about_ca_system_score_gemma":0.0006430623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005238158,"about_ca_topic_score_gemma":0.005501674,"domain_scores_codex":[0.9978126,0.0003960987,0.0004009141,0.0006253963,0.0004199925,0.0003449407],"domain_scores_gemma":[0.9956839,0.0007274477,0.002304427,0.0003809756,0.0003714704,0.0005316843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007261105,0.00003170811,0.9994331,0.000007691541,0.00003817444,0.00006506039,0.00006809239,0.00001192387,0.00004261185,0.000007581038,0.00003576675,0.0001855979],"study_design_scores_gemma":[0.00001300654,0.000187681,0.9982933,0.00001696457,0.00005941472,0.0005579356,0.0005091494,0.0001826282,0.00003424388,0.00001568028,0.0001220628,0.000007882021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992347,0.0001965392,0.0000837156,0.00001335082,0.00000476534,0.0000263969,0.000286334,0.000002111272,0.0001520754],"genre_scores_gemma":[0.9993814,0.00008829354,0.00006787316,0.00001817077,0.000007001036,0.00003273645,0.0003517831,0.000002807467,0.00004979379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005238158,"threshold_uncertainty_score":0.01124179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01910052585732242,"score_gpt":0.3763069681416257,"score_spread":0.3572064422843033,"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."}}