{"id":"W2890443460","doi":"10.14336/ad.2018.0601","title":"The Role of Pathological Aging in Cardiac and Pulmonary Fibrosis","year":2018,"lang":"en","type":"article","venue":"Aging and Disease","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":99,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pulmonary fibrosis; Fibrosis; Medicine; Idiopathic pulmonary fibrosis; Pathological; Disease; Cardiac fibrosis; Senescence; Lung; Extracellular matrix; Pathology; Bioinformatics; Internal medicine; Biology","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":[0.0001523574,0.00008840936,0.0001569574,0.00003911401,0.0001295534,0.0000196199,0.0000379235,0.00002766154,0.000006470754],"category_scores_gemma":[0.0000876198,0.00005924548,0.00006345371,0.00007226952,0.0002890392,0.00005007679,0.00007464654,0.00007096431,0.000001939892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001064747,"about_ca_system_score_gemma":0.00004095004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007752798,"about_ca_topic_score_gemma":0.000001087251,"domain_scores_codex":[0.9993432,0.00005035224,0.0001377195,0.0001901433,0.0001053836,0.0001732723],"domain_scores_gemma":[0.9994639,0.00006640216,0.00002976722,0.0001530445,0.0000350762,0.0002518365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002245012,0.0001412226,0.9354625,0.000202351,0.00002537026,0.0001585943,0.0003212211,4.087871e-7,0.007051988,0.001781621,0.0001642671,0.0524455],"study_design_scores_gemma":[0.0003881782,0.0005466474,0.984797,0.0005812428,0.0001837903,0.00001944751,0.001060041,0.001835587,0.000319925,0.004604847,0.005500573,0.0001627359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775092,0.01975008,0.00000689327,0.0009733346,0.00006293945,0.0001237014,0.00003128339,0.00002028143,0.00152227],"genre_scores_gemma":[0.9988973,0.0005949095,0.00004542872,0.0001769677,0.0001757563,0.00001090745,0.000007993258,0.000007611712,0.00008314451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05228276,"threshold_uncertainty_score":0.2415961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005688430223067185,"score_gpt":0.2394753253334302,"score_spread":0.233786895110363,"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."}}