{"id":"W4387893744","doi":"10.1186/s12931-023-02554-8","title":"Walking the path of treatable traits in interstitial lung diseases","year":2023,"lang":"en","type":"letter","venue":"Respiratory Research","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"National Heart, Lung, and Blood Institute; Humanitas Research Hospital; Ministero della Salute","keywords":"Medicine; Multidisciplinary approach; Intensive care medicine; Disease; Interstitial lung disease; Etiology; Identification (biology); Multidisciplinary team; Bioinformatics; Lung; Pathology; Internal medicine; Biology; Nursing","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":[0.003213668,0.0005197929,0.001059561,0.0007907219,0.003548548,0.002666954,0.001099471,0.03020824,0.003648676],"category_scores_gemma":[0.02216142,0.0004391707,0.0008398583,0.0006050461,0.003493116,0.004525413,0.001155799,0.02730669,0.003246655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004151151,"about_ca_system_score_gemma":0.00318834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004130538,"about_ca_topic_score_gemma":0.006407542,"domain_scores_codex":[0.9967539,0.001584218,0.0004043966,0.0003098972,0.000668193,0.0002794979],"domain_scores_gemma":[0.9899999,0.005706952,0.0004759682,0.000320904,0.001873266,0.00162299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008944455,0.0001402533,0.003819068,0.0001553318,0.00002580102,0.01349346,0.0004662996,0.0001712255,0.0004794807,0.005639848,0.9465194,0.0290003],"study_design_scores_gemma":[0.0003192605,0.0002867742,0.007507165,0.001468523,0.00007189657,0.06336208,0.001835168,0.002452902,0.0005617391,0.03933603,0.8826395,0.0001591514],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009386252,0.002822357,0.0001280098,0.9871871,0.006801807,0.000008744677,0.00001168137,0.00001749844,0.002084066],"genre_scores_gemma":[0.0137202,0.00411116,0.0006163004,0.9274594,0.05000957,0.00003571141,0.00002492604,0.00002189847,0.004000822],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03020824,"threshold_uncertainty_score":0.03011882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07631095137220215,"score_gpt":0.3745699875626221,"score_spread":0.2982590361904199,"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."}}