{"id":"W4413043045","doi":"10.1183/23120541.00259-2025","title":"The clinical utility of elevated monocyte count in patients with fibrotic interstitial lung disease","year":2025,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Toronto; Vancouver General Hospital; McMaster University; St. Paul's Hospital; Centre Hospitalier de l’Université de Montréal; University of Calgary; McGill University; University of British Columbia","funders":"Medical Research Council; University of Toronto; Syndax Pharmaceuticals; Galecto; European Respiratory Society; Bristol-Myers Squibb; AstraZeneca; CSL Behring; Sanofi; LifeArc; Canadian Pulmonary Fibrosis Foundation; GlaxoSmithKline; National Institute for Health and Care Research; Veracyte; United Therapeutics Corporation; Pulmonary Fibrosis Foundation","keywords":"Medicine; Internal medicine; Monocyte; Proportional hazards model; Prospective cohort study; Confounding; Cohort; Interstitial lung disease; Gastroenterology; Pulmonary function testing; Vital capacity; Cohort study; Lung; Diffusing capacity; Lung function","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001396841,0.0003266163,0.0004581607,0.0007242064,0.0003285705,0.0006579934,0.000524192,0.0004668496,0.001038264],"category_scores_gemma":[0.003298843,0.0001118844,0.0002797217,0.0007796977,0.0005323823,0.0002474642,0.0004469668,0.0006306908,0.0001260386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003912592,"about_ca_system_score_gemma":0.0005869455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008410257,"about_ca_topic_score_gemma":0.009705988,"domain_scores_codex":[0.9993413,0.0002914825,0.00004835918,0.0001026956,0.0001037701,0.0001124078],"domain_scores_gemma":[0.9982161,0.00056916,0.0006706368,0.0001315538,0.0001702089,0.0002423016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006183889,0.00001471586,0.9961779,0.00002752276,0.00002353884,0.00005842816,0.00002474051,0.0001340817,0.000337406,0.00003317438,0.00009211046,0.002457977],"study_design_scores_gemma":[0.00002085577,0.0002689949,0.9969773,0.00003029967,0.00004713349,0.0005454845,0.0001032434,0.001173719,0.000301551,0.0001505391,0.0003707052,0.0000101809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954433,0.002572722,0.0003702252,0.0002287464,0.0000191161,0.000020669,0.0007117196,0.000009678572,0.0006236719],"genre_scores_gemma":[0.9992788,0.0001749539,0.000229588,0.00004069761,0.00001976344,0.000007326761,0.0001812961,6.821504e-7,0.00006677918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008410257,"threshold_uncertainty_score":0.01672256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06144364252026172,"score_gpt":0.4360047799680705,"score_spread":0.3745611374478088,"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."}}