{"id":"W7116745361","doi":"10.1002/jcp.70112","title":"Altered Metabolism in Idiopathic Pulmonary Fibrosis","year":2025,"lang":"en","type":"article","venue":"Journal of Cellular Physiology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Idiopathic pulmonary fibrosis; Disease; Lung; Pulmonary fibrosis; Interstitial lung disease; Fibrosis; Metabolomics; Extracellular matrix; Cellular respiration","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003269544,0.0001710068,0.00075206,0.0004251324,0.00004041507,0.000009257433,0.0001842176,0.0001579434,0.00008830431],"category_scores_gemma":[0.00008443645,0.0001380867,0.0004157219,0.0003112291,0.0001011498,0.0001188684,0.00006620894,0.0004722643,0.00001376487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008386261,"about_ca_system_score_gemma":0.0002860751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002222831,"about_ca_topic_score_gemma":6.830238e-7,"domain_scores_codex":[0.998457,0.0001748245,0.0007180164,0.0001919241,0.000181821,0.0002764228],"domain_scores_gemma":[0.9991447,0.00004518755,0.0002611913,0.0002380802,0.000190497,0.00012032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005478399,0.000442215,0.0005149417,0.0002911248,0.0001115575,0.0004018867,0.00005163527,0.00002635462,0.9887341,0.001159044,0.000636837,0.002151859],"study_design_scores_gemma":[0.0115517,0.009235825,0.6511963,0.008195885,0.002256454,0.00177759,0.0008520775,0.00381031,0.205054,0.03412379,0.07083508,0.001111042],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770487,0.01695315,0.0004075531,0.001334073,0.001400415,0.0001801996,0.000007401891,0.00001304531,0.002655499],"genre_scores_gemma":[0.9975821,0.0004075227,0.0002204536,0.0006196112,0.0007871237,0.000004615778,0.000008685914,0.00001443081,0.0003554709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7836802,"threshold_uncertainty_score":0.5631011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006970171178700364,"score_gpt":0.2512662806254854,"score_spread":0.2442961094467851,"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."}}