{"id":"W3153899696","doi":"10.1159/000515665","title":"Exercise Testing in Idiopathic Pulmonary Fibrosis: Expanding Our Options","year":2021,"lang":"en","type":"letter","venue":"Respiration","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Idiopathic pulmonary fibrosis; Pulmonary fibrosis; Cystic fibrosis; Fibrosis; Internal medicine; Lung; Intensive care medicine; Cardiology","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"],"consensus_categories":[],"category_scores_codex":[0.0003453569,0.0004164815,0.0007382918,0.0005152449,0.0001690422,0.0001238014,0.000145555,0.0009123125,0.00004357193],"category_scores_gemma":[0.000319168,0.0004324719,0.0003195986,0.0006413543,0.00002941255,0.0002642782,0.00009496507,0.001693638,0.00007596674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004323166,"about_ca_system_score_gemma":0.0005154995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000168118,"about_ca_topic_score_gemma":0.000005756792,"domain_scores_codex":[0.9971817,0.0001940156,0.0007698269,0.0007464765,0.0005829476,0.000525012],"domain_scores_gemma":[0.998739,0.00005044863,0.0002611133,0.0005632393,0.000264993,0.0001211917],"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":[0.003747012,0.001283634,0.00607851,0.01821639,0.0002391569,0.0497387,0.0006272785,0.0005092449,0.1357875,0.0001241681,0.730022,0.05362636],"study_design_scores_gemma":[0.006408023,0.01057728,0.02638223,0.3088644,0.004876275,0.004097188,0.002734768,0.0263407,0.005710427,0.001265899,0.5957207,0.007022022],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04240404,0.07718775,0.000760293,0.8541608,0.004634641,0.005464674,0.0005055184,0.001040313,0.01384193],"genre_scores_gemma":[0.7135329,0.001401647,0.002247175,0.2449861,0.02547741,0.000960156,0.004791477,0.0003956474,0.006207488],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6711289,"threshold_uncertainty_score":0.9998127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04366355647885668,"score_gpt":0.2946408822119951,"score_spread":0.2509773257331384,"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."}}