{"id":"W2887650684","doi":"10.3899/jrheum.171314","title":"Rheumatological Assessment Is Important for Interstitial Lung Disease Diagnosis","year":2018,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","field":"Medicine","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Antisynthetase syndrome; Rheumatology; Interstitial lung disease; Internal medicine; Gold standard (test); Connective tissue disease; Pulmonologists; Physical examination; Pulmonary function testing; Pulmonologist; Vasculitis; Lung biopsy; Biopsy; Lung; Disease; Intensive care medicine; Autoimmune disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003283113,0.0004715965,0.0006977165,0.000608089,0.0004451734,0.0007551634,0.0002534759,0.0005534627,0.002437074],"category_scores_gemma":[0.01132577,0.0001939733,0.0003670139,0.0003572038,0.0004468437,0.0006746375,0.0005470221,0.0005049959,0.0009074995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652456,"about_ca_system_score_gemma":0.0004038433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000300476,"about_ca_topic_score_gemma":0.0007758097,"domain_scores_codex":[0.9964129,0.001646167,0.0005879722,0.0003314199,0.0008804972,0.000141057],"domain_scores_gemma":[0.9905859,0.00462133,0.002350939,0.0005701938,0.001312409,0.0005591717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009323537,0.0003039014,0.822455,0.0005384542,0.0001489483,0.001155613,0.0001707835,0.0002552374,0.005091359,0.0001065109,0.001789591,0.1670522],"study_design_scores_gemma":[0.0001257736,0.001409796,0.9695985,0.0008267019,0.0004170141,0.01163307,0.0002766874,0.001184731,0.002936777,0.0003086429,0.01124599,0.00003631984],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9207817,0.04993987,0.007666677,0.004022568,0.0009976214,0.0003159372,0.0006308514,0.000200526,0.01544411],"genre_scores_gemma":[0.9879217,0.004391773,0.005443675,0.0004848994,0.0008548027,0.00003538036,0.0001923315,0.000009494059,0.0006659779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003283113,"threshold_uncertainty_score":0.01736295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591775348891188,"score_gpt":0.3204595235499324,"score_spread":0.3045417700610205,"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."}}