{"id":"W2889294130","doi":"10.1007/s00408-018-0152-4","title":"Multi-dimensional Assessment of IPF Across a Wide Range of Disease Severity","year":2018,"lang":"en","type":"article","venue":"Lung","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; University Health Network; Western University","funders":"European Respiratory Society","keywords":"Medicine; Idiopathic pulmonary fibrosis; Vital capacity; Internal medicine; Pulmonary function testing; Cohort; Univariate analysis; Proportional hazards model; DLCO; Diffusing capacity; Multivariate analysis; Physical therapy; Cardiology; Lung; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001275293,0.0001087913,0.0002689782,0.00003231846,0.00005591263,0.000005618308,0.00007489073,0.00004714823,0.000244298],"category_scores_gemma":[0.00007430265,0.00009262042,0.0001810672,0.00009319778,0.0002279975,0.00008121489,0.00008611144,0.00008333378,0.000007867593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005266719,"about_ca_system_score_gemma":0.0001588179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008705022,"about_ca_topic_score_gemma":0.000005432353,"domain_scores_codex":[0.9990319,0.00002637403,0.0002677926,0.0001894715,0.0002948514,0.0001896291],"domain_scores_gemma":[0.9991465,0.00003950476,0.0001058542,0.0002738821,0.0002352387,0.0001990458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01055511,0.0019436,0.9579257,0.001797296,0.0002533438,0.0001238439,0.0005292176,0.00001205373,0.02180473,0.0003115533,0.003849602,0.000893904],"study_design_scores_gemma":[0.001630974,0.00102092,0.9733663,0.0006876871,0.0001993416,0.000006669471,0.0000738971,0.02163015,0.0006147128,0.00003157042,0.0006122969,0.0001254645],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971738,0.0003214817,0.0007559687,0.0002535866,0.0002321255,0.0002647671,0.0004115517,0.00002234944,0.0005643579],"genre_scores_gemma":[0.9971291,0.00001141575,0.001922891,0.0002524636,0.0001566962,0.000009003144,0.00004065922,0.00001374939,0.0004640349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0216181,"threshold_uncertainty_score":0.3776951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01511759305198097,"score_gpt":0.3388673689764336,"score_spread":0.3237497759244526,"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."}}