{"id":"W4414400975","doi":"10.3389/fmed.2025.1653435","title":"Cardiovascular disease in idiopathic pulmonary fibrosis: a systematic review and meta-analysis of observational studies","year":2025,"lang":"en","type":"review","venue":"Frontiers in Medicine","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Disease; MEDLINE; Epidemiology; Pulmonary hypertension","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01892446,0.002969362,0.01893098,0.009323454,0.000741165,0.003464946,0.002257857,0.001958216,0.002528565],"category_scores_gemma":[0.04149134,0.001448453,0.03628573,0.01024285,0.0007328714,0.001705229,0.001614917,0.001697705,0.0002185348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002531995,"about_ca_system_score_gemma":0.004588771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006625327,"about_ca_topic_score_gemma":0.01502415,"domain_scores_codex":[0.985457,0.007093855,0.004300721,0.001245904,0.001516286,0.0003862884],"domain_scores_gemma":[0.9721734,0.02101108,0.003922017,0.0008530557,0.001798925,0.0002415767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00088268,0.00002321186,0.004657199,0.4487275,0.5313862,0.0001568673,0.00009336546,0.0006179887,0.0001806138,0.0001715762,0.0006228654,0.01247994],"study_design_scores_gemma":[0.0002610002,0.0001428357,0.004016872,0.03940371,0.9536485,0.0001446127,0.00004688767,0.0002159175,0.0001024856,0.00024543,0.00174707,0.00002465066],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002365929,0.9962276,0.0005112345,0.0001225016,0.00009255182,0.0001988706,0.0003569918,0.00001411914,0.0001101966],"genre_scores_gemma":[0.08588301,0.9078039,0.003214297,0.0005497078,0.0002469818,0.001289862,0.0008222708,0.0000222519,0.0001677708],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01893098,"threshold_uncertainty_score":0.1000833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09856390768804064,"score_gpt":0.3606640737195922,"score_spread":0.2621001660315516,"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."}}