{"id":"W4404232163","doi":"10.36416/1806-3756/e20240237","title":"The role of the pulmonary function laboratory in the management of hematologic diseases","year":2024,"lang":"en","type":"article","venue":"Jornal Brasileiro de Pneumologia","topic":"Hemoglobinopathies and Related Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"","keywords":"Medicine; Pulmonary function testing; Pulmonary medicine; Intensive care medicine; Lung function; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003846171,0.000110646,0.0001668327,0.00005065414,0.00009471692,0.00001533408,0.0002402605,0.00009936419,0.0000206603],"category_scores_gemma":[0.00005159671,0.0000450698,0.0001389602,0.0005370636,0.0002180673,0.00003244592,0.00007262453,0.0002670213,0.000008244715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003961474,"about_ca_system_score_gemma":0.00008193774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002132579,"about_ca_topic_score_gemma":0.000003463685,"domain_scores_codex":[0.9989367,0.0001594327,0.0002927426,0.0001524585,0.0002593034,0.0001994268],"domain_scores_gemma":[0.9993038,0.0002255652,0.00008159828,0.0003240526,0.00003400705,0.00003103415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005569014,0.0007542436,0.9099962,0.001315126,0.0005140943,0.001019655,0.0006108329,0.0001764274,0.01668311,0.04280384,0.002001591,0.02356796],"study_design_scores_gemma":[0.0002017143,0.0001429864,0.9840854,0.0003662315,0.0002685909,0.0002133971,0.00432606,0.0006228322,0.0008742054,0.005398444,0.003430046,0.00007008876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760504,0.01744756,0.00001227059,0.002069356,0.000255103,0.0003741805,0.0000136935,0.00003091912,0.003746498],"genre_scores_gemma":[0.9987516,0.0007285075,0.00001692381,0.0002963869,0.0000276405,0.00003560724,0.000003117872,0.000009619943,0.0001305483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07408918,"threshold_uncertainty_score":0.1837893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005501689538371342,"score_gpt":0.233985668501093,"score_spread":0.2284839789627216,"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."}}