{"id":"W2170757541","doi":"10.1378/chest.123.6.1939","title":"A Spirometry-Based Algorithm To Direct Lung Function Testing in the Pulmonary Function Laboratorya","year":2003,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Spirometry; Medicine; Pulmonary function testing; Lung volumes; Algorithm; Vital capacity; Lung; Lung function; Internal medicine; Mathematics; Asthma; Diffusing capacity","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":[0.00160717,0.0002222677,0.0002749129,0.0005383383,0.0002915437,0.0001064863,0.0001574926,0.000100806,0.0003977293],"category_scores_gemma":[0.001064487,0.0001663785,0.000113935,0.002251253,0.00007219693,0.0002024317,0.00002396551,0.0009251511,0.00007117456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007760219,"about_ca_system_score_gemma":0.0008287523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001774605,"about_ca_topic_score_gemma":0.000003825301,"domain_scores_codex":[0.997563,0.0003569098,0.0003771951,0.0003440779,0.0008167382,0.0005420983],"domain_scores_gemma":[0.9984995,0.0002708499,0.0001161899,0.000337012,0.0003860595,0.0003904276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000944882,0.001587854,0.5394302,0.000705627,0.0001629123,0.00318491,0.000278743,0.0003354238,0.01619516,0.00009603552,0.003529119,0.4335491],"study_design_scores_gemma":[0.001624105,0.000432079,0.9655864,0.0002789312,0.000148995,0.0008068737,0.0008223538,0.005251463,0.0004931077,0.0001946865,0.02412869,0.0002323539],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9291889,0.008158854,0.02513765,0.002801671,0.001544034,0.001865463,0.0000363721,0.0001533279,0.03111371],"genre_scores_gemma":[0.9928452,0.00001867889,0.00486487,0.001063942,0.0008418548,0.00006156799,0.00001471114,0.0000497145,0.0002394534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4333168,"threshold_uncertainty_score":0.6784719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635106269496347,"score_gpt":0.2898651133338868,"score_spread":0.2635140506389233,"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."}}