{"id":"W2346365634","doi":"10.1371/journal.pone.0154516","title":"Immune Inflammation and Disease Progression in Idiopathic Pulmonary Fibrosis","year":2016,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":98,"is_retracted":false,"has_abstract":true,"ca_institutions":"Christie (Canada); McGill University","funders":"Università degli Studi di Padova","keywords":"Idiopathic pulmonary fibrosis; Medicine; Exacerbation; Inflammation; Vital capacity; Fibrosis; Lung; Pathological; Disease; Lung transplantation; Immunology; Pathology; Internal medicine; Diffusing capacity; Lung function","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006241338,0.0002183284,0.0002890495,0.0007031317,0.0002018506,0.0003131256,0.00009833533,0.0002790446,0.000410107],"category_scores_gemma":[0.002121349,0.0001001427,0.0001170509,0.0004364765,0.0004014286,0.0003090143,0.0002182635,0.0002845736,0.00008445352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001798055,"about_ca_system_score_gemma":0.0001783181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005690012,"about_ca_topic_score_gemma":0.0007000957,"domain_scores_codex":[0.9997484,0.0001099571,0.0000280914,0.00003631995,0.00004569797,0.00003149416],"domain_scores_gemma":[0.9989491,0.0003163736,0.0005080527,0.0000328332,0.00007584008,0.0001178285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008223089,0.00006646808,0.9769991,0.00004652366,0.00003144449,0.0004509548,0.0002229732,0.0002252336,0.009371756,0.00006550422,0.00006322969,0.01163459],"study_design_scores_gemma":[0.000009146366,0.0002655338,0.9976282,0.00001026012,0.00001663847,0.0008691355,0.0001025784,0.0003110135,0.0005875066,0.00008352618,0.0001122051,0.000004301341],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982771,0.00147563,0.00009285832,0.00001991336,0.000002145918,0.000002997998,0.00001282406,0.000002265026,0.0001143362],"genre_scores_gemma":[0.9996214,0.0002223824,0.0000804635,0.000008306992,0.000006742802,0.000002271592,0.00002081899,4.851655e-7,0.00003707848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007031317,"threshold_uncertainty_score":0.003300786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01730974045824656,"score_gpt":0.238732187969761,"score_spread":0.2214224475115145,"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."}}