{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00134322,0.0003465053,0.0007774693,0.0009522137,0.0001935713,0.00006997121,0.0006228694,0.000572779,0.0002619801],"category_scores_gemma":[0.0005590529,0.000246098,0.000446065,0.001064919,0.0006043241,0.0001109353,0.0003455285,0.003327657,0.0001132663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004978834,"about_ca_system_score_gemma":0.001138211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003551023,"about_ca_topic_score_gemma":0.00002540016,"domain_scores_codex":[0.9948868,0.0009554941,0.0006834282,0.0006823794,0.001754487,0.001037371],"domain_scores_gemma":[0.9975489,0.0009712002,0.0001328351,0.0007756217,0.0003908913,0.0001805196],"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":[0.001839103,0.0001516197,0.001576319,0.002974771,0.0001362277,0.005393001,0.0002273405,0.000002248022,0.0006908263,0.00004261648,0.9837461,0.003219828],"study_design_scores_gemma":[0.001675693,0.004044753,0.009539589,0.008851828,0.0003528035,0.00004010033,0.0006017563,0.0005246028,0.0001844196,0.0002522639,0.9734101,0.0005221213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.146004,0.07245217,0.00005622913,0.714188,0.005059476,0.01404956,0.008256393,0.0008440011,0.03909021],"genre_scores_gemma":[0.6635963,0.001793339,0.00003193674,0.2632941,0.04236717,0.001733669,0.001602713,0.000929864,0.02465089],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5175923,"threshold_uncertainty_score":0.9999991,"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."}}