{"id":"W4386523631","doi":"10.1513/annalsats.202303-208oc","title":"Predicting New-onset Exertional and Resting Hypoxemia in Fibrotic Interstitial Lung Disease","year":2023,"lang":"en","type":"article","venue":"Annals of the American Thoracic Society","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Manitoba; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; McMaster University; Hospital for Sick Children; University of Saskatchewan; University of Calgary; Centre Hospitalier de l’Université de Montréal; Institute for Clinical Evaluative Sciences; McGill University; University of British Columbia","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Hypoxemia; Interstitial lung disease; Cohort; Cardiology; Internal medicine; Idiopathic pulmonary fibrosis; Vital capacity; Diffusing capacity; Proportional hazards model; Hazard ratio; Lung; Confidence interval; Lung function","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005126491,0.0006129468,0.000469618,0.001830274,0.0002792932,0.001007783,0.000620231,0.0004150176,0.0007610835],"category_scores_gemma":[0.01516817,0.0001435536,0.0006529509,0.0008268929,0.000241303,0.0004788495,0.0006183123,0.000542008,0.0002022383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004002172,"about_ca_system_score_gemma":0.0009753676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006832117,"about_ca_topic_score_gemma":0.007922193,"domain_scores_codex":[0.9980372,0.0008939723,0.0002291542,0.0002944268,0.0004409088,0.0001044458],"domain_scores_gemma":[0.9899136,0.005418139,0.001980331,0.0004740332,0.001735695,0.0004783557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001239017,0.00004844028,0.9908752,0.0000250525,0.00005945922,0.0000393151,0.00002516092,0.001758511,0.0001156134,0.00003806918,0.0001704129,0.006720754],"study_design_scores_gemma":[0.0000355376,0.0003587032,0.9228935,0.00008627995,0.000145853,0.0004084613,0.0001770177,0.07398831,0.0009175125,0.000387191,0.000578105,0.00002352428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988167,0.0009408319,0.007903785,0.0002028991,0.00003164989,0.0001075187,0.00149234,0.00008371656,0.00107019],"genre_scores_gemma":[0.9960371,0.0001229091,0.002991273,0.00002193276,0.00001910362,0.00002511051,0.0006608649,0.0000038879,0.0001178632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006832117,"threshold_uncertainty_score":0.02711183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05921839159109996,"score_gpt":0.377220445915289,"score_spread":0.318002054324189,"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."}}